{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 200-D Multivariate Normal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's go for broke here."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's set up some environmental dependencies. These just make the numerics easier and adjust some of the plotting defaults to make things more legible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Python 3 compatability\n",
    "from __future__ import division, print_function\n",
    "from six.moves import range\n",
    "\n",
    "# system functions that are always useful to have\n",
    "import time, sys, os\n",
    "import pickle\n",
    "\n",
    "# basic numeric setup\n",
    "import numpy as np\n",
    "from numpy import linalg\n",
    "from scipy import stats\n",
    "\n",
    "# inline plotting\n",
    "%matplotlib inline\n",
    "\n",
    "# plotting\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "# seed the random number generator\n",
    "np.random.seed(520)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# re-defining plotting defaults\n",
    "from matplotlib import rcParams\n",
    "rcParams.update({'xtick.major.pad': '7.0'})\n",
    "rcParams.update({'xtick.major.size': '7.5'})\n",
    "rcParams.update({'xtick.major.width': '1.5'})\n",
    "rcParams.update({'xtick.minor.pad': '7.0'})\n",
    "rcParams.update({'xtick.minor.size': '3.5'})\n",
    "rcParams.update({'xtick.minor.width': '1.0'})\n",
    "rcParams.update({'ytick.major.pad': '7.0'})\n",
    "rcParams.update({'ytick.major.size': '7.5'})\n",
    "rcParams.update({'ytick.major.width': '1.5'})\n",
    "rcParams.update({'ytick.minor.pad': '7.0'})\n",
    "rcParams.update({'ytick.minor.size': '3.5'})\n",
    "rcParams.update({'ytick.minor.width': '1.0'})\n",
    "rcParams.update({'font.size': 30})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dynesty"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we will quickly demonstrate that slice sampling is able to cope with very high-dimensional problems without the use of gradients. Our target will in this case be a 250-D uncorrelated multivariate normal distribution with an identical prior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-253.10242469692906\n"
     ]
    }
   ],
   "source": [
    "ndim = 200  # number of dimensions\n",
    "C = np.identity(ndim)  # set covariance to identity matrix\n",
    "Cinv = linalg.inv(C)  # precision matrix\n",
    "lnorm = -0.5 * (np.log(2 * np.pi) * ndim + np.log(linalg.det(C)))  # ln(normalization)\n",
    "\n",
    "# 250-D iid standard normal log-likelihood\n",
    "def loglikelihood(x):\n",
    "    \"\"\"Multivariate normal log-likelihood.\"\"\"\n",
    "    return -0.5 * np.dot(x, np.dot(Cinv, x)) + lnorm\n",
    "\n",
    "# gradient of log-likelihood *with respect to u*\n",
    "# i.e. d(lnl(v))/dv * dv/du where\n",
    "# dv/du = 1. / prior(v)\n",
    "def gradient(x):\n",
    "    \"\"\"Gradient of multivariate normal log-likelihood.\"\"\"\n",
    "    return -np.dot(Cinv, x) / stats.norm.pdf(x)\n",
    "\n",
    "# prior transform (iid standard normal prior)\n",
    "def prior_transform(u):\n",
    "    \"\"\"Transforms our unit cube samples `u` to a standard normal prior.\"\"\"\n",
    "    return stats.norm.ppf(u)\n",
    "\n",
    "# ln(evidence)\n",
    "lnz_truth = lnorm - 0.5 * ndim * np.log(2)\n",
    "print(lnz_truth)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use \"Hamiltonian\" Slice Sampling (`'hslice'`) with our gradients to sample in high dimensions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/joshspeagle/anaconda3/lib/python3.6/site-packages/dynesty-0.9.4-py3.6.egg/dynesty/dynesty.py:281: UserWarning: Beware! Having `nlive <= 2 * ndim` is extremely risky!\n",
      "iter: 1874 | +50 | bound: 0 | nc: 1 | ncall: 1810864 | eff(%):  0.106 | loglstar:   -inf < -220.204 <    inf | logz: -252.697 +/-  0.596 | dlogz:  0.000 >  0.010                                     "
     ]
    }
   ],
   "source": [
    "# hamiltonian slice sampling ('hslice')\n",
    "sampler = dynesty.NestedSampler(loglikelihood, prior_transform, ndim, nlive=50,\n",
    "                                bound='none', sample='hslice', \n",
    "                                slices=10, gradient=gradient)\n",
    "sampler.run_nested(dlogz=0.01)\n",
    "res = sampler.results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's see how our sampling went."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nSZIkSRpOjjtu4Dabbw5jx/ac/HX+fHj8cVh77ebFJnua1Ok0oGsC2LMj4r8jYvVqDSNickR8Gji7rHoemNGCGCVJkiRJI8lKK8HUqX3rb7+99bGMMiZN6pCZc4ATKVbCGQd8Evh7RFwXEWdExGnl/lrgEeC/gBUpepn8e2bObVfskiRJkqQOdP/9xTaQ7bbrW3fbbY2PRz04PKdOmXlaRAB8FRhPkRR5bblVinK/BPhYZp7esiAlSZIkScPDRz9a7M8/v/92220H55zTs+622yCzWGFHTWFPkyHIzNOAbSmG28ylSJD03uYC3wK2zczvtClUSZIkSdJIsPXWxbwmlebPh0cfbU88o4Q9TYYoM2cBxwPHR8S6wLrAJGAR8EhmPtLO+CRJkiRJI8j48bDFFn1Xzbn1Vlh33fbENArY06QBMvORzLw5M68p9yZMJEmSJEmN9epX961zMtimMmlSh4gYHxHrRMTK7Y5FkiRJkjTK1JoMNrP1sYwSJk0GUC4d/MWIuA9YDMwDFkXEAxHxpYhYo80hSpIkSZJGg1e9ClZYoWfdU0/BXBdqbRaTJv2IiM2BW4CTgE3pOdHrxhTLD98SEa9qV4ySJEmSpFFixRVhq6361v/1r62PZZQwaVJDRIwDzgE26qrq3aTc1gd+FRG90n2SJEmSJA3gG98otsHafvu+dbfc0rh41INJk9oOAbYDElgAHAWsB6xY7o8Gnijbbg28sw0xSpIkSZKGs6lTi22wdtihb91tt8HSpY2LSS8zaVLbO8r9c8CbMvOH5So5y8r9D4A3Ac+W7Q5uS5SSJEmSpNFj881h0qSedc8/D3fd1Z54RjiTJrXtRNHL5OeZeXe1Bpl5D/BzimE6O7YwNkmSJEnSSDBjRrEN1pgxsGOVj5833ti4mPQykya1vaLcXzdAu67zazcxFkmSJEnSSHTJJcVWj2nT+taZNGkKkya1rVLuFw7Q7qlyP7GJsUiSJEmSVNhpp7518+bBY4+1PpYRzqSJJEmSJEnDyWqrFXOb9HbTTa2PZYQzaSJJkiRJ0nCz88596xyi03AmTQaW7Q5AkiRJkqQeqs1r4tLDDTeu3QEMA7+NiMG0i4h4cYA2mZn+m0uSJEmSlk/X0sOLFnXXPf883H579V4oGhJ7mgxO9LNB0RslB2hX2V6SJEmSJNhss2Kr15gx1SeEvf765Y9JLzNp0r/BJDpMiEiSJEmShubUU4ttKF73ur51f/oTvPTS8sWkl5k0qSEzxzRhG7s8MUXEahFxaEScHhE3RMSCiHghIhZGxK0R8Z2IeE2d94yIOCwiLoiIuRHxfEQ8EhFXRMSREeFwIkmSJEnqRNOmwQor9Kx7+mm45572xDMCmTQZJiLiJOAx4GzgX4BdgNUp5qWZDGwPHAP8OSLOjIiVB3HPKcDlwFnA/sB6wIrAOsBewA+AGyJiw4Z/QZIkSZKk5TN+POywQ996h+g0jEmT4WMLYKWyPAv4PvCvwKHA0cAvga6JaN8LnBsRNb+/EbEicB5FcgRgDvAp4N3AicDdZf1OwMURsWrDvhJJkiRJUuGAA4ptqHbdtW/d9ddDuhBsIzj0YvhI4ELgq8DvM/v8D/h+ROwOXASsAuwLvB/4SY37HQPsXpZvBvbOzIVdJyNiBvBbYD9ga4qEyomN+VIkSZIkSQ2xyy4Q0TNJ8thjMGvW0CaYVQ/2NBk+TsrMt2XmNVUSJgBk5h+Aj1dUfaBau3Kekk92XQYcUZkwKe+1BDgCWFxWfSQi1liO+CVJkiRJjbbaarDttn3rf//71scyApk0GSZ6JzX68auK8nY12uwFrFWWr8jMO2u85uMU851AMTTowEHGIEmSJElqld1261v3+987RKcBTJqMPIsqyhNqtNm3ojxzgPtVnp8+pIgkSZIkSc3zhjfAmF4f7+fPh7vvrt5eg2bSZOSp7Jc1exBtbhrgfjfWuE6SJEmS1AlWW636KjrXXNP6WEYYkyYjz1EV5QtrtNmiovzQAPebS/eqPJtHRAwxLkmSJElSs7zxjX3rrr0WXnyxb70GzdVzRpCIeD3wwfJwCXBqjaaTK8rz+7tnZi6LiGeAKRTPy0TgH/3EcHWtczvvvHN/LyVJkiRJo8+xxzbmPrvuCqedBi+80F339NPw17+Cn8WGzJ4mI0RErAP8ku7v6acyc06N5qtUlJcM4vbPVZQnDSE8SZIkSVI106cX2/JaeWV4zWv61l9++fLfexSzp8kIEBETgfOA9cqqC4GvtSOWzNyj1rlp06Y5dbMkSZIkNcuee8J11/Ws+9OfYNEimOTfv4fCnibDXESMB34H7FJWXQscltnv2lKVw2vGD+JlKlfhWVSzlSRJkiSpPjNnFlsjTJtWTApbadkyuPrqxtx/FDJpMoxFxIrAb4C9yqo/A2/NzMUDXPpURXmNAV5jHLBqebgMGOjekiRJkqTBOu20YmuEceNgr7361l96KfT7d3XVYtJkiCJibES8KyJ+HBHXR8Q9EfFAlXbbRsTrI2KbBr/+CsCvgLeUVbcA0zPzmUFcfm9FeeMB2q4PjC3L9w3Qg0WSJEmS1E5779237qGHYNaslocyEpg0GYKI2AOYBfwceD/F0JgtqJ6AOBD4A3BtREyocn4orz8O+AXw9rLqdmCfzFw4yFvcUVGeNkDbyvN31GwlSZIkSWq/DTeELbfsW3/ppa2PZQQwaVKniDgAuIyiB0YALwJP93PJ94CXKFad2b8Brz8WOBM4pKy6C9g7MxfUcZtLKsr7DdC2chrnBg20kyRJkiQ1zT779K278kpY7GwL9TJpUoeIWBP4X4rhKs8AHwImAx+sdU1mzqfoaQJQpZ9UXa8/Bvgx8K6y6l7gzZn5eJ23ugp4oiumWkOHImLtitdaQrFCjyRJkiSpk+2+O4zvtebHkiVwxRXtiWcYM2lSn49Q9BhZStG74yeZ+ewgrvsTRa+UHYf6whERFL1Wjiir7gf2zMxH671XZi4DPt91a+BnETGl1+uNB34KTCyrZtTZm0WSJEmS1A4rr1x9QtgLLnBC2DqNa3cAw8xbgATOzsyb6rjuvnK/6XK89ueBI8vyC8C3gF2KXEq/Lq2R2DmdYojP7sBOwK0R8T2KZMz6FL1otirb3gV8bjlilyRJkiS10tveBhdd1LPukUfgxhvhNa9pT0zDkEmT+mxW7q+q87quFW1W7bdV/15fUV6BImkyGJsAD/WuzMylEXEgcA7FksUbUD0xcjNwcGb2N2+LJEmSJGkozj+/OffdYAPYcUe45Zae9RdcYNKkDg7PqU/XUJVFdV63crlf0sBYllu52s7eFPOWXAj8nWLo0WPAlcBRwGsz8+G2BSlJkiRJGpoDDuhbd/PNMGdO62MZpuxpUp8FwDrlVo+uYS5P9NuqH5m5x1CvHeC+CZxdbpIkSZKkkWLaNFh33WJYTqVf/xpOOKE9MQ0z9jSpz53l/s2DvaCcwPUQirlQ/tKMoCRJkiRJw9QJJzQvgRFRzG3S21VXwWOPNec1RxiTJvW5kGK1mbdFxE6DvOajwOZl+XdNiUqSJEmSNDw98ECxNcu++8KkST3rXnoJzjmnea85gpg0qc8PgceBscAFEfH6Wg0jYkJEfBb4CkUvk1k4BEaSJEmS1Erjx8NBB/Wtv/xymD+/9fEMMyZN6pCZi4EPAi8BrwD+EBHXU0yYCkBEfCoizgLmAZ+g+DdeChyemS+1PmpJkiRJ0qi2//4wcWLPumXL4De/aU88w4hJkzpl5sUUq80sohiqswswnaI3CcApwDuByeX5p4ADM/PPLQ9WkiRJkqSJE6uvpHPJJbBwYevjGUZMmgxBZv4a2BaYASykSI703p4BTge2y8xL2xSqJEmSJEnw9rcXQ3UqLV0Kv/xle+IZJkyaDFFmzs3M4zNzTWA74ADgvcBBwGuA1TPz2Myc1844JUmSJEli0qRimE5vF1/cd0livWxcuwMYCTLzTrqXI5YkSZIkaXD22691r3XwwXDRRfDcc911L74IZ54JJ53UujiGEXua1CEi/PeSJEmSJDXOcccVWyusthq84x196//wB7j77tbEMMyYBKjPvIj4WkTs2O5AJEmSJEmq20EHweTJfeu//314yQVfezNpUp9XACcAN0bEnRHxHxGxQbuDkiRJkiQNU/ffX2ytMn48HH549Tguv7x1cQwTJk3q8wTdq+O8CvgC8GBEXBURH4yISW2NTpIkSZI0vHz0o8XWSvvuC5tu2rf+jDPg6adbG0uHM2lSn1cC+wO/AJ6jSJ6MAd4I/BB4LCLOioi3RcTY9oUpSZIkSVINY8bAUUf1rV+0CH70o9bH08FMmtQhM1/MzIsz83CKoTrvBy4DXqJIoIwH3gmcBzwSEd+MiF3aFrAkSZIkSdVssw286U1966+6Cm65pfXxdCiTJkOUmYsz88zM3A9YH/gYcAvdw3fWBI4Dro+Iv0XEJyNi43bFK0mSJElSD0ceCRMn9q3/9rdh8eLWx9OBTJo0QGY+lplfz8ydga2BLwGz6U6gbA78N9DC2X0kSZIkSerH5MnwoQ/1rX/iiWI1HZk0abTMvCczP5GZmwBvAn4ALKU7gSJJkiRJUmfYe2/Ybru+9VdeCdde2/p4OoxJkyYph+K8EdgdWKGtwUiSJEmSVE0EnHACTJjQ99y3vw2PPdb6mDqISZMGiogpEXF0RPwBeIBiSM6WdPcwmd224CRJkiRJnecb3yi2dlp7bTj66L71ixfDF78IS5e2PqYOYdJkOUXEihFxSEScCzwCfAd4Pd3DcZ4BfgTskZlVFsKWJEmSJI1aU6cWW7vttRfsumvf+gcegB/8oPXxdIhx7Q5guIqINwHvBQ4BVuuqLvcvADOBM4HzM/P51kcoSZIkSdIgRcBHPlIkSR5/vOe5mTNhk03grW9tT2xtZE+TOkTENhHxxYiYDVwJ/DMwme5eJTdQLDP8ysw8MDPPMWEiSZIkSappxoxi6wSTJsF//ieMq9K/4rvfhZtuan1MbWbSpD63AycBG9CdKJkFfBbYIjN3zczvZOaCNsYoSZIkSRouLrmk2DrF5pvDUUf1rc+EL30JHnyw9TG1kUmT+gXwJPA9YLfMnJqZn87M+9sclyRJkiRJy2/6dNh33771S5bAKafA3//e8pDaxaRJfc4F3gGsm5nHZOZ17Q5IkiRJkqSGioBjjoFXv7rvuSefhE9+ctQsRWzSpA6ZeUhm/jYzX2h3LJIkSZIkNc24cfDxj8MGG/Q9N38+fOIT8MQTrY+rxUyaSJIkSZKkviZOLIbjrLFG33OPPw7/8R8wZ07Lw2olkyaSJEmSJKm6tdeGz38epkzpe+6JJ+Ckk+Duu1sfV4tUWUdIEXFEVzkzf1atfqgq7ydJkiRJGuU226zdEQxsvfWKxMnHPw5PP93z3D/+ASefDB/7GOy6a3via6LIzHbH0HEi4iUggczMcVXqh6rH/UabadOm5Y033tjuMCRJkiRJQ/HQQ0WCpHfiBIrJYw87DN79bhjTeYNaIuKmzJxW73Wd95V0jii3WvVD3SRJkiRJGn423hi++lVYd92+5zLhrLOKpMqTT7Y8tGYZtb0eBvDBOuslSZIkSRr51l23SJx85jNw3319z99+Oxx/fDFcZ4cdWh9fgzk8Ry3j8BxJkiRJ6uWAA4r9+ee3N456LVkCX/kK/OUvtdtMnw5HHAGTJrUurhocniNJkiRJklpj/PhiKM7hhxfzmVQzcyYccwxceWUxfGcYMmnSAhFxcET8OCJ+1O5YJEmSJElqiDFj4F3vgs99DiZPrt7m6afhG9+AT3wC5sxpbXwNYNKkNXYCPlBukiRJkiSNHNtvD9/6VrGv5Y474Nhj4X/+B2bPbl1sy8mkiSRJkiRJWj5TpsBnPwtHHQUTJlRvkwnXXAPHHVf0Tvnb31ob4xCYNJEkSZIkSctvzJhiYtvvfhd2373/tjfcUKywc/LJcOutHTvniUsOS5IkSZKkxll9dTjpJNhnHzj9dHjkkdptb7212NZZB3bbrUi2bLJJ7cllW8ykiSRJkiRJ7XLsse2OoHl23BFmzCiWUz733GJS2FoefRTOOafYXvnKInmy226w0UZtTaBEdmgXmJEkIj4LfBLIzBzb7nimJLFQAAAgAElEQVQqRUQAhwLvA3YA1gKeBO4CfgGckZnLGvFa06ZNyxtvvLERt5IkSZIkDSdLl8Jll8Gvfw1PPDH46zbYoLsHyvrrDzmBEhE3Zea0uq8zadJ8nZo0iYgpwDnAXv00uxk4ODMfXt7XM2kiSZIkSaPcsmXFZLC/+hXMm1fftauuClOnwmabFfupU2GttQaVSBlq0sThOaNURKwInAd0zc4zB/g+cD+wPvDPwFYUyyVfHBG7ZuYz7YhVkiRJkkasmTOL/fTp7Y2jVcaNgze/GfbcE66/Hi66CG6/fXATwT7zDNx8c7F1mTSpO4my2WbFts46DRvSY9Jk9DqG7oTJzcDembmw62REzAB+C+wHbA18Cjix1UFKkiRJ0oh22mnFfrQkTbqMGQNveEOxLVxYJFD+8Ae48876VtJZtAj++tdi6zJxYncCpatHyhCZNBmFImIcxXAhgASOqEyYAGTmkog4ApgFTAQ+EhFfyswFrY1WkiRJkjSiTZkCb31rsT35JFx7bZFAufvuod1v8WK47bZiW04mTWqIiBfbHUMT7UUx4SvAFZl5Z7VGmfl4RJwFfAhYCTgQ+HFrQpQkSZIkjTqrrw4HHFBs8+fDH/8I110H998PL7zQ8nBMmtQWFL0wGjEQqtNm2923ojxzgLYzKZImANMxaSJJkiRJaoU114SDDiq2ZctgzpwiefLAA8X+wQeLVXmayKRJ/xq1GHT7FpWubtuK8k0DtK1c7mbbmq0kSZIkSWqWceNgk02KbZ99iroXX4S5c3smUmbNguefb9zLNuxOI0xmjml3DE20RUX5oQHazgVeBMYCm0dEpOtUS5IkSZLabexY2GijYnvzm4u6l14qljKuTKQ88MCQX8Kkyeg0uaI8v7+GmbksIp4BplA8LxOBf9RqHxFX1zq388471xelJEmSJEn1GDMGNtig2Pbcs6jLLOqHwKTJ6LRKRXnJINo/R5E0AZhEP0mTfuxw0003vRARyz99sUaqLcv939oahTqVz4f64/Oh/vh8qD8+H+pPa5+P6LRZHUacjYZykUkTNVRm7lGtvqsHSq3zks+I+uPzof74fKg/Ph/qj8+H+uPzIYCRPG+HaqvsKTJ+EO0nVJQXNTgWSZIkSZI6kkmT0empivIa/TWMiHHAquXhMmBxs4KSJEmSJKmTmDQZne6tKG88QNv1KVbOAbjPlXMkSZIkSaOFSZPR6Y6K8rQB2laev6NmK0mSJEmSRhiTJqPTJRXl/QZoO72iPLMJsUiSJEmS1JFMmoxOVwFPlOW9I2Kbao0iYm3gXeXhEuC8FsQmSZIkSVJHCKeoGJ0i4t+AU8vDm4G9M3NhxfnxwLl09zT5n8w8sbVRSpIkSZLUPiZNRqmIWBG4HNi9rJoDfA+4n2Ly1w8BW5Xn7gJen5lPtzpOSZIkSZLaxaTJKBYRU4BzgL36aXYzcHBmPtyaqCRJkiRJ6gwmTUa5iAjgUOB9wI7AmsBC4E7gLOAnmbmsfRFKkiRJktQeJk0kSZIkSZKqcPUcSZIkSZKkKkyaSJIkSZIkVWHSRJIkSZIkqQqTJmqaKBwWERdExNyIeD4iHomIKyLiyIgY1+4Y1X4R8YaImBERd0TEkxHxXETMjog/RsQXImK3dseoxoiIsRGxbUR8ICK+HRHXR8SzEZHldsog7zMhIg6IiG+Uz8njEbE0Ip6JiLsj4icR8eYmfzlqsEY9HxX3mxoRX46IG8qfLS+Uz8g9EXFmRLy1SV+KmiAiVouIQyPi9PJ7uqD8ni6MiFsj4jsR8ZrlfI0fVDxvdT9zao/y/eYbIuKEiPh5RNwcEXPK9xPPlu9BL46I4yJich33nR4RZ5fvSZaUv2uujYiPRsTEZn5NaqxmPSPlvbePiK9ExC0R8UT5eWdu+XPq6xHxlmZ9XWodJ4JVU7icsQYSEWsCpwP/NEDTWzNzhxaEpCaLiF8D7+inyWcy85QB7nE48F1glUG85EzgiMx8YtBBqm0a8XxU3Os/gf8GVhig6ZXAOzPzyUEFqbaIiJMovp8rDaL5/wJHZ+azdb7GHhTPQ1RUD/qZU/tExHjguUE2fwL4cGae18/9VgJ+Ary7n/s8ALwjM28bdKBqm0Y/I+U9Vwa+DnyY/jsiPJ2ZdSVi1Hn8S78aLiJWBM4Ddi+r5gDfB+4H1gf+GdgK2Am4OCJ2zcxn2hGr2iMiXgFcAWxTVs2mSLLdCTwLrAdsAkxvS4BqlrG9jp8EFgCb13GPTehOmDwCXAb8BXgcmEjxc+fdwHiK5+fy8mdMXR+g1BaNeD6IiBOAL1ZU/R64kOJ30RRgR+B9FB/A9wIujIjdMvPFIcat5tuC7oTJLOBy4K/AfIrv6ZuBQyieofcCa0fEWzLzpcHcPCImAD+gSJgspvhZouFnHnADcDfwKMXvhZWAVwHvpPhZshbw6/L5uKzGfX4KHFaWF1C8h70dWJPi+doF2AyYGRGvzcw5zfly1AQNeUYiYhXgAuBNZdXjwK8p/iD8DLAusCGwD7BBs74YtVBmurk1dAP+DchyuwmY0uv8eIq/AHe1+Wq7Y3Zr6fMRwDUV3/8vAyv2036Ddsfs1rDv/ScoPsz+E7BJWfeBimfhlEHc42Tgj8DbgLE12mwN/L3ivp9p99fu1rLnY2VgUcU1/1yj3SbA3Ip2B7X763fr9/v6A7o/oESNNrv3+t5/sI77f7m8Zi7FX44H/cy5tX+j+Cv/1gO0GQt8p+J7e3eNdgdWtJkNbFjltX5c0eZX7f763Vr7jJRt/7ei3c+ASf20Xb/dX7/b8m8Oz1FDRTFPyd8psrQJbJeZd1ZptzbFX4smAs8D62XmglbGqvaIiH+hGJYD8N3MPKad8ai9IuIDFN2gYXDDc6Zk5sJB3PdtwPnl4cOZudHyxKn2GMLzsTdF7yOAv2TmLv20PQ74dnn49cz89+WLVs1Sx//7yu/p7zPzTf21L6/ZCfgzxQemQ4DtgU+Xpx2eM4JExAoUPRTXKKs2y8xZvdrcAnQNCd4/My+qcp8JwD0UPQmgeK97R3OiVisN8hmZDlxcHl5M8Zz4gXqEcyJYNdpeFAkTgCuqJUwAMvNx4KzycCWKzL5GuIgIoOuDyT+A/2hjOBqGBvPBqXQxRTd7gA0jYtUmhaTOsnZF+b4B2t5bUXY4Rger4//9ryrK2w3UuPxDzw8pEia/y8zfDCE8DROZ+QI9fy6sU3k+IjanO2FyX7WESXmf5yh6P3U5tJFxqn0GekZKJ5b7l4CPmDAZHUyaqNH2rSjPHKBt5XnnrhgddgemluVfpnPZqEmymJ+ich6TCe2KRS31WEV5oLlQKs/f3YRY1HqLKsqD+T//MYo5bv4BHNeUiNQxImIMsHFF1aO9muxXUb5kgNv5HnYEGugZiYiNgD3Lw6sz84EWhaY2M2miRtu2onzTAG1vrHGdRq43VpSvjIhxEXF0FMvGLiiXfnuoXA5u77ZFqWGvHALY1evtWYrZ8DXyXUsxOSjAayLig9UaRcTGwMfLwwUU49M1/FW+l5jdX8OyV0HXMJyT08k8R7Syp+vn6O458Nfewy6o7z3sX4GuyaO3Lu+vYWyQz8judK+wdWV53bsi4tKIeKxcmnpuRPwmIv7J52LkcPUcNdoWFeWHBmg7l+IXzlhg84gIu7iNeNMqyvOB64DX9GqzUbm9JyLOppjMb7DLxEldjqooz8xBrqKh4S0zl5TzJp1F8R7nx+W8KBfQvXrOTnSvnjOPYtlQ59QaGSr/319Yq1H5QeaHFBPT3wjMaHJcaqFyzonx5eHKFD1c3wG8uqxbAHyoyqWDfg+bmcsiYh7FvCYTKVb9mzv0qNVKy/GMVL6PfSgiLgLe0qvNesDB5XZ1RBySLms/7Jk0UaNVrkM+v2YrXv6F8wzFm9hxFL90/tHE2NR+lWNDZ1D8knqG4s3rTRTPwe7A+4EVKJb8W5HiF5k0KBGxKd29CAC+1K5Y1HqZ+evyDfG3KZa3fyM9e7lBMd/NJ4Gf+GZ2ZIiI1wNdPYuWAKf20/woimfiReCodLnpkeYM4BVV6pcCvwNOyswHq5wf9HvY0gK6J4OdjEmT4eQMhvaMVL6PPYXifezzFMtUX0vxM2UacCSwCrAHcHFE7J6ZSxsUu9rA4TlqtFUqyksG0b6yB8GkBseizlP5hmQqxV9yts/Mf8/M/8vMn2Xmh4E3UCRTAA6OCCdZ06BExETgXIq/HAGclpl/aWNIao+rgOOBu2qcnwj8P+BIu08PfxGxDvBLut/XfqrWcJuIWA/4Snn4zcy8pQUhqjPcA1wOPF7jvO9hNdAz0vt97EJg18w8unwP+/PM/CjFhMLzyna7ACc0K2C1hkkTSa3U+2fOUZnZZ9x5+SH3kxVV/9bUqDQiRMRY4P8olgwFuJliokeNIhGxFnA1xdLDawHHUgz5W7E8PgS4FXgl8GXgzHLyPw1DZaL0PIou8VAMy/laP5d8B1gVeBj4r+ZGp3bIzHUyMyjec6xG8YeY04FtgO8CN0TEZgPdprlRqp2W4xnp/bviP6olXssJYv+lour4hgSutvFNghqtcnjN+JqtulXObr+oZiuNFJXf49mZeVk/bX8CvFCWXxsRq/TTVqNc+aH3DODtZdXfgLdk5mD+WqgRovwA/UeKYX4LgNdm5ncy8+HMfCEz55fLyr4OuL687HDgmPZErOUREeMputLvUlZdCxxWa360stdi18+IYzNzcbV2Ghmy8ExmXpeZ/wrsTzF8YhvgsvLnRaXK97CDWX3J97DD3BCekcrv8xLgzH5ufyHdvU3Wi4itGhW3Ws+kiRrtqYryGv01jIhxFH/tAVhGMcZcI1vl83Fzfw3LN7N/Kw/H0nMJOOll5fCK7wHvLaseAN6cmbW612rkOpbuyRy/WmNMOmUy7f9VVH2k2YGpsSJiReA3wF5l1Z+Bt9ZKhETE6sC3ysNfZeYFzY9SnSQzL6FIrgNsAhzRq8mg38NWafNUzVYaNup8Ru7u7w8zZfK2shfKQL2b1MGcCFaNdi/FDxkoPuT2t+Tf+hQfhgHuc+WcUeFvdL/BfXoQ7SvbrNb4cDRCzKCYdA2Knzl7Zea8ftpr5Nq/onz5AG1voPjL8irAlhGxWmYO5ueS2iwiVgB+RfeqFbcA0zPzmdpXcQDdEz8+EREn12hXOWnwGyva3TBA70gNDzPpXhVlD4ohGV3uBfYsyxsD19S6SfmHv64hYYvp7lGg4a+/Z+RvFWXfx44iJk3UaHcA+5XlafTzC4eey3bd0bSI1EluqyivWrNVt8pfMH6YUR8RcSrwr+XhXIqEycNtDEnt9cqKcn8foMnMLFdw6xr6tzL+nOl45YfVX9A9zOZ2YJ/MXDjQpRXlf63Zqqc96f4Q/U2KeXI0vFUOr5jc61zle9FpFCui1LID3X/4u8s//I0o/T0jvo8dpRyeo0a7pKK8X81WhekV5ZlNiEWd5+KK8k79NSzHkW5ZHr4AVO1mr9ErIr5C9yTBj1AkTGa1MSS1X2WiZIP+GkbEBIqJYbu49HCHKyd7PpNiMl8oVkfaOzMXtC8qDTNTK8q9lxX2Payg/2fkGrqnE9i6nFepqnLo8I4VVfc2Jjy1g0kTNdpVwBNlee+I2KZao4hYG3hXebiEYuZ7jXDlSjldky9uHBH79NP8g8AKZfmPTtinShHxOeDE8vAxioTJfW0MSZ2h8i/F76rZqnAI3T9jbs/M55sTkhqhnOz5x3R/X++ljrmLMvOMzIyBNuAzFZd9puKcS4YOc+Uz9KGKqusqz5e/Q7rmoNg8It5CFeUH5Q9XVP2ykXGqfQbxjDxHMfk0FAtevK+f2+1P9xCuBzPTpMkwZtJEDZWZy4DPl4cB/CwiplS2KX/Z/BTompF6hn8lGlUqx5F/PyI26t0gIqbR/RwBfLXpUWnYKOcY6FqS+gmKD073tDEkdY5fVJQ/FBHvrdYoIl4NnFpR1d8KCGqzismeuyZlvB/YMzMfbV9U6hQRcUJEvG6ANpOA/6X7L/9PAmdVaVqZNDs9IjbsdZ8xwGlAV/05mekQ8w7XhGdkWVn+ckTsUOVem9JzLhTfxw5z4RA8NVo5o/3lFEs+AsyheLNzP8Xkrx8Cupbdugt4vZPvjS4R8R26l/h8BvghcCPFPEu7A+8HVizP/yAzj2p5kGq4iNiEnn/BAdieYoJGgD8Av+91/teZ+fLs8xHxYeD7Fec/Tc8xxrX8MTN7d7NVB2nE81He51zgoIqqS4ELKIZwrQq8CTgMWKk8fyuwa/kXRHWgiPgC8PHy8AXg3yneWwzk0sx8ts7XOoXi5woUPU1Oqed6tV5E/BY4ELgPuIKix9kCiqVj16IYDnwwsHp5yTLg0Mw8t8b9zqL4GQHF8IzvlfdcgyJx17XE9SMUy5oP5llUGzXhGTkJ+HJ5+DzFijvXlvebRtETqWu+rEsoVvZ6qaFflFrKpImaouxdcg7dK6VUczNwsJM2jj7lX2pOBY6j5+R8vc0APlr2YNIwFxF7UAzhq8cHM/OMinucQZFUq9eemXn1EK5TizTi+SjvM4EisVa1l0kvVwHvscdCZ4uIqymSXfXaJDMfqvO1TsGkybBS8YF4MGYBR2dmzdW1ImIlig/B/Q3xewA4JDNvHWycap9GPyPlPT9O0etkhX6anQO8v97krTqPq+eoKTJzYUTsDRxKMd5vR2BNYCFwJ0V3t5/4YXh0KrPtx0fE/1H8ZXkPule9mEcx0dbpmXlzeyKUNFyVPUbeFxHfpkiwvZ5i+dBJwHPA3ymWG/4FMNNVL6Rh7/0UvVT3oOgFsi6wNsWKWIsoeiXdQjEXxQWZubS/m5XzG707In4K/DPwuvJ+iyh6KvwK+L5zrQ0rDX1GADLzixFxHnAUsC9Fb/oVgEcpep38ODOvbPhXorawp4kkSZIkSVIVTgQrSZIkSZJUhUkTSZIkSZKkKkyaSJIkSZIkVWHSRJIkSZIkqQqTJpIkSZIkSVWYNJEkSZIkSarCpIkkSZIkSVIVJk0kSZIkSZKqMGkiSZIkSZJUhUkTSZKkNoqIjSMiy+2MdscjSZK6mTSRJEkaZSLifysSNYcNov2KEfH7imvOjohoRaySJLWTSRNJkqTR54tAluWPD6L9j4Ddy/L1wPszM/tpL0nSiGDSRJIkaZTJzDuB88vDV0fEW2q1jYhPA+8tD2cBB2bmkiaHKElSRzBpIkmSNDp9saJctbdJRLwHOKU8fArYPzOfaHJckiR1DJMmkiRJo1Bm/gm4ujzcPSLeUHm+PP5xefgCcEhm3tO6CCVJaj+TJpIkSR0sIvaomID1lLJuw4j4WkTcExGLI+KpiLguIv41IsbVcfuqvU0iYjPgt8BKZdXRmXnl8n4tkiQNN/X8UpUkSVKbRcR04BfA5F6ndi23gyLigMx8fqB7ZealEXETsDOwf0RsD8wBLgTWLJt9ITN/0rAvQJKkYcSeJpIkScPHDsCvKXqAfA/4APBu4GvA4rLNPsAn67jnlyrKnyrvv2V5/Evg5KGHK0nS8BauFidJktQ+EbEx8GB5+NPM/ECv83sAV1VUPQzsnZn39Wq3C3AtRU/ihcC6g+ltEhFjgLvoTpR0uR7Yy5VyJEmjmT1NJEmShpf39k6YAGTmn4Gzy8MpwC6DuVlmvgR8uVe1SwtLkoRJE0mSpOHklsz8Qz/nKydr3bqO+y7rdfxhlxaWJMmJYCVJkvoVEUcC6zfiXpl5ynLe4k8DnJ9XUZ4ymBtGxO7AD3pVv52eCRhJkkYlkyaSJEn9OxJ4bYPudcpyXj9/gPOVc5iMH+hmEbEF3UsLJ/AcsDLw4Yj4bGYuGGqgkiSNBA7PkSRJGj5eatSNImJN4CJg9bLqZOArZXll4PhGvZYkScOVSRNJkqR+ZObrMjMasbX7a+kSEeOB3wGblVU/ycwvAN8C/lHWHRcRq7QjPkmSOoVJE0mSpFEkIgL4GbBrWXUFcDRAZi4EvlfWr95VL0nSaGXSRJIkaXT5MvDOsnwXcEhmvlBx/mt0z43y0YhYsZXBSZLUSUyaSJIkjRIRcTRwYnn4GLB/Zj5d2SYzHwHOKA/XA45oWYCSJHUYkyaSJEmjQERMB2aUh88Bb8/Mh2o0/wrwYlk+KSJ8zyhJGpX8BShJkjTCRcSrgV8C4yhW4Dk8M/9cq31mzgLOLg83Bw5pepCSJHUgkyaSJEkjWESsB1wITCqrTszMcwdx6ReBLMv/2YzYJEnqdCZNJEmSRqhyyeALKeYmATg9M78+mGsz8w7g/PJwp4jYrwkhSpLU0SIzB24lSZIkSZI0ytjTRJIkSZIkqQqTJpIkSZIkSVWYNJEkSZIkSarCpIkkSZIkSVIVJk0kSZIkSZKqMGkiSZIkSZJUhUkTSZIkSZKkKkyaSJIkSZIkVWHSRJIkSZIkqQqTJpIkSZIkSVWYNJEkSZIkSarCpIkkSZIkSVIVJk0kSZIkSZKqMGkiSZIkSZJUhUkTSZIkSZKkKkyaSJIkSZIkVWHSRJIkSZIkqQqTJpIkSZIkSVWYNJEkSZIkSarCpIkkSZIkSVIVJk0kSZIkSZKqMGkiSZIkSZJUhUkTSZIkSZKkKkyaSJIkSZIkVWHSRJIkSZIkqQqTJpIkSZIkSVWYNJEkSZIkSarCpIkkSZIkSVIVJk0kSZIkSZKqMGkiSZIkSZJUhUkTSZIkSZKkKkyaSJIkSZIkVWHSRJIkSZIkqQqTJpIkSZIkSVWYNJEkSZIkSarCpIkkSZIkSVIVJk0kSZIkSZKqGNfuADpVRASwDbA9sBEwBZgAPAc8CcwGbgPuysxsV5ySJEmSJKk5ws/73SJiIvBPwIHAm4FVBnHZIuAK4LfAbzJzcfMilCRJkiRJrWLSBIiIVwEnAO+l6E0CEHXcousf8TngTOCbmXlP4yKUJEmSJEmtNqqTJhGxKfBZ4DCKJElXoiSBe4AbgLuBhcAC4BlgNWD1ctsKeC2wZa9rEzgL+K/MnNWKr0WSJEmSJDXWqE2aRMTngf8HrEiR8FgCnA/8HLg6M5+p416rAnsA7wEOoOitksBS4GuZeXJDg5ckSZIkSU03mpMmL5XFe4GvAL/KzEUNuO8qwKHAiRQ9UDIzxy7vfSVJ/5+9O4+Tojr3P/552ETZFREFFQRcEL2KiCsRcQFj0BgTNZq4ETVGvNFEs5rE3Jv8ErOoSVBvNG5o1MS4BRNxxy0qImpkEQE3xB2QVWR7fn+c6kwx0/tUd1fPfN+vV72quurUOc/MFEP3M2cREREREamu1pw0eYUwNOdWd99QqHwZ9bch9Dz5obvvknT9IiIiIiIiIlJZrTlp0qYSyZJatVMPevbs6f369at1GCIiIiIiIukxb17YDxxY2zhauOeff/4jd9+y1PvaVSKYelCtRIYSJg369evHtGnTah2GiIiIiIhIeowdG/aTJtU2jhbOzN4s5742SQciIiIiIiIiItISKGkiIiIiIiIiIpKFkiYiIiIiIiIi0jK99hqsW1f27a12ThMze6RCVbu7H1KhukVERERERKQl0VwmlbN6NVxwAXToUHYVrTZpAowEkl46yCpQp4iIiIiIiIiUavp0WLs2bGVqzUkTCEmOfDIJkHzliikjIiIiIiIiItX07LPNrqLVzmni7m1ybUAP4C5CImQB8F1gGNAdaB/th0Xn34zK3Ql0d/e2NfhyREREREREpB6dd17YJFnr18PUqc2uprX3NGnCzNoCfwcOBP4CnO7unzQqtgyYDkw3sz8A1wHHA1uY2SHuvqGaMYuIiIiIiEidmj+/1hG0TDNnwooVza6m1fY0yWMcMAKYDXw1S8JkI+6+GjgZeAX4THS/iIiIiIiIiNTKM88kUo2SJk19hTBPyY3uXtS6RFG56wnDdL5awdhEREREREREJB/3ROYzgRoMzzGzEytVt7vfkkA1O0X7N0q8781G94uIiIiIiIhItb3+OnzwQSJV1WJOk5upzLK8DiSRNOkS7XuVeF+mfJe8pURERERERESkchIamgO1G55jFdqSsDDaH1/ifZnyC/OWEhEREREREZHKSTBpUoueJmcUuH4k8PnoeC7wMDAPWAl0AgYCo4AdCb1L7gb+mWB8k4FzgAPM7Cfu/tNCN5jZRYTVdjzhWERERERERKQlGz261hG0LB98EIbnJKTqSRN3vzbXNTP7FnA08AFwprv/PU/ZscAfo/KPu/vvEgrx18CpwGbAj81sBPBbYEp8JR0z2xQYCXyLkMSBkNj5TUJxiIiIiIiISEs3fnytI2hZsvUyGTCg7OpSs3qOmQ0HLgE+AUbmS5gAuPskQrJiNfBrMxuWRBzu/hZhBZzMyjkHA/cCy8xsgZnNMbMFwLLo/CjC0KC1hCWKFyQRh4iIiIiIiIiUKFvSZN99y64uNUkTYDzQFrjO3V8p5oao3PWEHjPnJhWIu99NSIbMpWG+lLZAH8LwoD7R68y1OcDB7n5PUjGIiIiIiIhIKzBvXtik+ZYvhxkzmp5vRtKkFnOa5DKCMCdIqYspP0OYg+QzSQbj7k+Z2WBgLHAMsDewDdAZWAG8A0wF7gLudfcNSbYvIiIiIiIircD554f9pEm1jaMleO458EaL9W61FWy/fdlVpilp0jval7oKTqZ877ylyhAlQu6JNhERERERERFJq1xDc6z8xXbTNDxnabQ/oMT79o/2yxKMRURERERERETqxaefwvPPNz3fjKE5kK6kyXOEXiOnmNluxdwQlTuNMKznuQrGJiIiIiIiIiJp9eKLsGbNxue6dIFddmlWtWlKmlwT7TcBHjWzE/IVNrPjgYej8hCWH06cme1rZj82s1vNbLKZPZylTE8z28bMNq9EDCIiIiIiIiKSR7ahOcOHQ9u2zao2NXOauPvfzewW4ESgB/BnM/sN8CgwD1gFbEZYvWYkYVLWzMCkW6IliBNjZjsTVuYZHj9N6NXS2HeAbwMfmVkfd1+XpYyIiIiIiIFJBewAACAASURBVIiIJG3DBpg6ten5/fZrdtWpSZpETgFWAmdEr7cmJFGyySRMriasnpMYM9sXeJCQpClmxpgJhKRJT+Bw4J9JxiMiIiIiIiIiOcyeDcsaTXPaoQPssUezq07T8Bzcfb27nwWMIiQe1hOSFo239cC9wMHu/nV3X59UDGbWmbCMcCdgHfC/wE7AcXnifouw/DCEpImIiIiIiIhIYZddFjYpX7ahOXvuCZts0vR8idLW0wQAd58CTDGzjsCehKE4nYEVwDvAC+6+ukLNnw1sBWwAjnH3fwKY2eAC9z0F7AMMq1BcIiIiIiIi0tIMHFjrCOqbe/akSQJDcyClSZOMKDHydJWbHUuYt+SeTMKkSK9Eez3xIiIiIiIiItXw1lvw3nsbnzODvfdOpPpUDc9JiZ2j/eQS7/s42ncrt2ELjjeze83sbTP71MzeNbOHzexrZpZoksvM9jCzP5jZC2b2sZmti/b/NrOrzezAJNsTERERERGRRiZMCJuUJ1svk113ha5dE6k+1T1NAMxsJ8KEsF2A5cA77v5qBZvMJD0Wl3hfZrBUWfOrmFkP4G+E+VziekfbKOBsMzsmmkOlbGbWBrgMOJemE912A3aLtjPM7DbgtAoOhxIREREREWm97r8/7MePr20c9Spb0mTffROrPpVJk2j+kAuAz5Ol54aZLQXuBC5191kJN78Y6AVsUeJ9mWE5H5XaoJl1AO4BRkSnFhBWBZoH9AVOB3YBhgL3mdl+7r4sW11FuhT479jrScAUwnwxvYD9gC8BbYETon3OiXBFREREREREqu6jj2DevKbn99knsSZSNzzHzC4AphOWH+5O9tVzugOnAS+Y2bcTDmFutB+Rt1RTRxPmQnmhjDbPjrU3Hfgvd/+Zu9/m7r8hJEui9CODgR+V0QYAZtaP0MMEQq+Y0e5+lLtfGrX3e3f/MjCcMPEuwJfMrPlrNYmIiIiIiIgk5dlnm57r1w96906siVQlTaKEya+A9oTkyErgQeAK4JJo/wDhw7xF5X6VcOJkclT3sWa2Q5FxnwRkkgqlTB5LNE/JD6OXDpzs7kviZaKhMScTvh8A55pZqT1hMg6l4ed+p7s/kK2Qu08H/hg7VWoSSURERERERKRyKjw0B1KUNIkSFD+PXq4Bvg/0dvfR7n6uu38/2o8hzPHxPWA1IcHx82ITHEX4I2HulE2ASWbWv0Dc44BrCAmP94GJJbY3CtgyOn7Y3WdmK+TuHwC3RS83IfRsKUev2PHcnKWC+NwxncpsT0RERERERCRZK1bAyy83Pd9SkybANwg9RzYAn3f3S9x9ZbaC7r7K3X9FmPPEo/vOTiIId18EfJOQjNkZmGlmt0ZtAWBmXzWzX5rZbMLcIx2jOM5w909LbPLw2HGhFXvi18eU2E7G+7HjQQXKxq/PLrM9ERERERERkWRNmwbrG63D0rMn7JBUf4ogTRPBHkpIPPzN3e8vVBjA3R8ws78CxxOSDxcmEYi732Bm3YBfExIimUlQPdrfECtuwFrgbHf/RxnNDYkdP1+g7LQc95XiPkJPng7AF8zsMHd/sHEhMxsKnBW9nEuJw45ERERERESkCAMG1DqC+pRtPpP99gNrvEBs86QpabJdtC8qYRLzACFpsl2hgqVw99+Z2ZPAT4DPkr1XjhOSEBe5ezkTwALsGDt+o0DZtwmTt7YFBpmZubsXuGcj7v6OmX0HuDyq5wEzmwQ8SsPqOfvTsHrOLELPn7WltCMiIiIiIiJFuPzyWkdQf9asCT1NGktw1ZyMNCVNNo32WYfk5LEq2ndMMBYA3P154Cgz6w4cAPQjLIG8AlgIPO7uHzazme6x47zLFbv7OjNbBvQg/Ow60bDCTdGihND7hMl1twPGRlvch4QJav/s7qsokplNyXVtr732KjVUERERERERkY39+9+wevXG5zp1gl13TbypNCVNPgT6AKV+lbvE7q8Id/8YKGfoTTE6x45X5yzV4BNC0gSgC2UkTSJ3EIbp/J7wfW9sS+A7wDrg+jLbEBEREREREUlWtlVzhg+HdsmnONI0EexzhPlBTjOzzoUKA0TlTicMk3mugrG1KGY2AHiRhsTJycDWhHlOto5evw4MBK4zs18UW7e7j8y1Jf11iIiIiIiI1L2xY8MmxXHPPp9JwqvmZKQpaXJ7tO8D3GNmPfMVNrPNgbuAvtGpvyQRhJldF22XFpu8ie7bM7rv2hKbjPcUKWaI0aax4+UltoWZbQM8AwwG5gHD3P0md3/P3ddG+5uAYcD86LbvmdmRpbYlIiIiIiIikqg5c+Djjzc+1749DB1akeZSkzRx99to6G0yEphjZr8xs8PNrJ+ZbRntDzOzXwFzgFFEvUzc/a8JhXIqcAph2eF/mdn2Rd63XXTvqSW2F/9pb5GvoJm1A7pGL9dR+vwvABcBmYTURe6+OFuh6PxFsVPnltGWiIiIiIiISHKyDc3ZYw/omPg0p0C65jQBOBp4EtiBMEHq+dGWTWYdofnRfUkzwrK+z5nZMe7+VAXaAHgV6B8d9wPezFO2L2FFG4C5pa6cE4n3GHmoQNn49eFltCUiIiIiIiKSnGxJkwoNzYEU9TQBcPf3gD2Ba4G1hMRFrm0NcA0w1N3fr0A4mZ9ET+BhMzulAm0AzIgdDytQNn59Rs5S+W0TO15WoOzS2HGnMtsTERERERERab6334aFCzc+ZxYmga2QVCVNANx9ubufAWwPnEFIjNwLPBbtr4nOb+/uZ7l7yfN6FOmXUTtrCROkXmdmv6xAO/fHjkcXKDsmdjy5zPbiiZJtC5SND01aVGZ7IiIiIiIiIs2XrZfJzjtD9+4VazJtw3P+I+o9cm201SqGa81sHvA3wnwjF5rZTsBJ7r4qoWYeJSyXvCVwqJnt6u4zGxcys17ACdHL1cA9ZbY3A/hMdHwC8P/ylD0hdjytzPZEREREREREmq/KQ3MghT1N0sbdHwP2JUw8a8BRwFNm1jfvjcXXvw74efTSgIlm1iNexsw6AjfSMERmgrtn7flhZlPMzKPt1CxFbo0d/8jMDslRzyHAD2Onbir4xYiIiIiIiEhpzjknbJLf4sVh5ZzGKpw0SW1PkzRx9/lmtg9hWeTDgN0JE8Qe7e5TE2jiKuBYYAQwFHjJzP5IWBK4LzAO2CUqOwv4WTPauhY4HdibsMTxA2Z2N/AAYQjOFsDhwOdpSKpNJvS2ERERERERkSSNGVO4jMDULB+9t90Wttmm6fkEpTZpYmafAb4A7ANsDXQBlgPvAFOBO9z9iWrF4+7LzOwI4PfAN4CtgClmNs7db81/d8G615jZ0YTExCjCXCPZEiPTgWPcfWmWa8W2tTb6Ov5MmEOlDeH7/IUct9wOnF7mSj0iIiIiIiIizZdtaM5++1W82dQlTcxsADCRMCRmo0uEZYi3JSRSzjWzp4GT3f21asTm7huA8WY2C7ic0FPjZjMbDDzfzLqXmNmhwHHAVwmrCPUElgAzgduA66PhPM0SDe0ZE7V3IuH72Zcw/Gcl8BbwNHBjBZdaFhERERERkcnRGh/qcZLbqlXw0ktNz++zT8WbTlXSxMx2B6YA3QhJkoyVwArCh/rOsfP7E4bJHOTu5S7BWzJ3v9LMXgX+Skjk/AB4PYF6HfhLtJVbx8gSyj4EPFRuWyIiIiIiItJMV1wR9kqa5Pb887CuUf+BzTeHQYMq3nRqJoI1sw7A3YQkhBF6V5wG9HH3Lu6+tbt3BbaJzr8c3doDuCe6v2qihMN+wPwo3v7VbF9ERERERESkVci1ao5Z0/MJS03SBPga0A9wwmSle7j7je7+bryQu7/n7jcSJkz9U3S6H2Gy1KQU9Z139znAcELvmMr/tERERERERERak3XrYNq0pucrvGpORpqG53w+2s8AzormD8nJ3deb2dmE+TiGAMcQVqFprkyPkQ+KKRzNRXI4MJ4wrEhEREREREREkvDyy2FOk7jNNoPddqtK82lKmgwh9DK5qVDCJCNKnEwEfg0k8h1z9zfLuGcdYWJYEREREREREUlKtqE5w4ZBu+qkM9KUNNki2r9R4n1vRfseyYUiIiIiIiIiIlW3Zg3Mnw+vvAKzZ8P06U3LVGloDqQrabKUkDjpVeJ9W0b75cmGIyIiIiIiIiIV9fHHMGtWSJDMnh0SJo1Xyolr1w722qtq4aUpaTKPkDQ5FriyhPu+EO3nltKYmZ2cOXb3idnOlyten4iIiIiIiEhOkybVOoLacIdrr4V774X164u/b/fdw5wmVZKmpMlkYF9gpJmNd/cJhW6IJoIdRZgL5b4S27shus+BiVnOl6txfSIiIiIiIiISN3Uq3HNP6fcde2zyseSRpiWHryAM0QH4nZlNNLMh2Qqa2WAzux7IJFaWRfeXysi+VLA1cxMRERERERGRXJ54oviy7drB4MFw0UWhp0kVpaanibsvMrNxwF8JiYeTgJPM7H3gVWAl0AkYBPSObjNgA3Cauy8uscnTSjwvIiIiIiIikqzzzgv7y1vRgqzuMGNG7uubbw477wy77BL2AwZA+/bViy8mNUkTAHe/08yOAa4Fekant4q2uExvjo+A09393jLaurGU8yIiIiIiIiKJmz+/1hFU33vvwaJFG59r1y4kkHbZBbbcEiwdgzhSlTQBcPdJZjYIGAccA+wFdIwVWQ08D9wBXOfuy6ofpYiIiIiIiIiUJVsvk0GD4KCDqh9LAalLmgC4+1LgUuBSM2sDdAe6EJYVXuLuzZmoVURERERERERqZebMpud23bX6cRQhlUmTOHffACyONhERERERERGpZy+/3PTckKzrwNRcmlbPEREREREREZGW7MMP4YMPNj7Xpk1YHSeFUt/TpFLM7LUKVe3uPqBCdYuIiIiIiIjUr2zzmQwYAJtuWv1YipDKpImZ7QGMBgYDPdh4Ithc3N1Hl9BMP8BpWIknKZpvRURERERERIozupSPsS1AHQ3NgZQlTcysL3ADcHCpt1J6suKtMu4RERERERERSc748bWOoLqyTQKrpElhZtYNeIzQA6TiCzK7e79KtyEiIiIiIiIikcWL4Z13Nj5nltqVcyBdE8FeCPSPjt8EzgZ2AjoD7YvYOlQ5XhEREREREZHmmTcvbK1BtvlM+veHTp2qH0uRUtPTBDg62i8Ahrn7oloGIyIiIiIiIlJx558f9pMm1TaOasiWNEnx0BxIV0+T/oQ5Rq5SwkRERERERESkhVHSpFnWRvv5NY1CRERERERERJK1dCksWND0fIrnM4F0Dc+ZD+xJWGI4NcysDzAc6At0BdoWusfd/6fScYmIiIiIiIjUjWyr5my3HXTtWv1YSpCmpMlfgKHAaOCaGseCmQ0DLgFGlnG7kiYiIiIiIiIiGXU4NAfSNTznCmAO8HkzO7yWgZjZMcCThISJFdjI8lpEREREREREMl5+uem53XarfhwlSk3SxN1XAZ8jDNO528y+Y2Zdqh2HmW0FTCQsYbyK0GtkTCZM4KIoznOAv0fnHLgROBgYVeWQRURERERERNJr+XJ4882m51M+nwnUYHiOmT1QoMgyoCPwC+B/zWw28BGwocB97u6jEwjxHKATIREy1t2nAJj9pxPJDHf/Z3R8lZkNBe4ATgZedfdfJBCDiIiIiIiItAaXXVbrCCpv1ixw3/hcnz7QI1VTmmZVizlNDiUkJPLJXG8PFNNfx4qos1iHRXU9kkmY5OPu06PhRC8B/2NmD7n7cwnFIiIiIiIiIi3ZwIG1jqDysg3NqYP5TKB2w3MKzROSa76QfOWSknliH8pxvX3jE+4+F7iJsLLOmQnHIyIiIiIiIlK/sq2cUydJk1r0NGmSdEiZbtH+rUbn1xBi75TjvqeAM4CDKhSXiIiIiIiItDQTJoT9+PG1jaNSVq6E+fObnlfSJDt3X1/tNkv0CdCZpnOoLAV6AtvluC9TfusKxSUiIiIiIiItzf33h31LTZrMnt10PpPevaFnz9rEU6LUrJ6TIpkeJls2Oj832u+f477dKxOOiIiIiIiISJ2aMaPpuTrpZQK1GZ6Tdi8Cg4HGP8WnCAmTQ81sD3d/MXPBzPoBZxEmkJ1TnTBFREREREREUmjdOnj+eXj8cXjmmabXlTSpa1OAk4BRjc7fCHybMNnrFDP7IzAfGAB8DehCSJr8tWqRioiIiIiIiKTF4sXwl7+EZMmKFbnLKWmSm5mdmDl291uynS9XvL5muAf4IzDAzPZz96ejumeZ2W+BCwkJkguy3Psy8PsEYhARERERERGpD+7wwANw/fVh4td8tt4aevWqTlwJqEVPk5sJPTIcuCXL+XI1rq+8Stw/MrNBQAfgg0bXvmtmy4Dv0XQVnTuBM919dXNjEBEREREREakLCxeGFYCyzV3SWJs2cMopYFb5uBJSq+E5ub5DqfjOufvrea79POpxsh+wFbAKmObu71QrPhEREREREWkhBgyodQSlW70apk2DJ56AqVPDHCb5dOkCBxwAn/0s9O9fnRgTUoukyRklnk+dqDfJo7WOQ0REREREROrc5ZfXOoLirVsH110XlklesyZ/2Y4dYZ994KCDYM89oV19Tqla9ajd/dpSzrcmZmbAccBXgT0Iyx4vBmYBtwI3uHuBFF6zY3gAOCx26jR3v6GSbYqIiIiIiEgduO46mDSpcLlDDoFx40IPkzpXn6meFsjMegB/o+mqPb2jbRRwtpkd4+5vVSiGU9g4YSIiIiIiIiICL71UOGGy1VYwfjzssUd1YqoCJU0KMLM+wGCgB9CxmHvcfWKJbXQgrNozIjq1ALgamAf0BU4HdgGGAvdFq/osK6WNImLoBVwavVxJ04luRUREREREJGljx4Z9MT04amXlSvjd73Jf79oVxoyBL30pDMtpQZQ0ycHMTge+RUhWlMKBkpImwNk0JEymA4e6+5JYLBOAu4HRhATOjwhLHyfpD8DmwIvADOArCdcvIiIiIiIi9ehPf4IPP2x6fsQIOPxw2G03aNu2+nFVQZtaB5A2FtwGXENImFgZWynttQN+GL104OR4wgT+M/HsyYQeIADnmtkWJX9xuWM4ijCXygbgTGB9UnWLiIiIiIhIHZs2DR56qOn5IUPgwgvDUJwWmjCBGvQ0MbNXK1S1u/tOCdRzJiGBACGJ8SDwJPA+8GkC9Tc2ijDhK8DD7j4zWyF3/yBK5owDNgGOBq5rbuNm1hW4Mno5wd2fszpaM1tEREREREQqxB1uuqnp+Y4d4bzzoBV8dqzF8JyBhGREUt/dTF2eUH3jov0K4Eh3fyKhenM5PHY8uUDZyTTEN4YEkibAr4A+wNvARQnUJyIiIiIiIi3B7Nnw2mtNz59xRpj0tRWoRdLkHZJLcFTCLoT4rqhCwgRgSOz4+QJlp+W4ryxm9hlCzxqAc919eXPrFBERERERkRYi2+S0O+4Ih7WeRVernjRx977VbrNEa6P99Cq1t2Ps+I0CZd8mzDfSFhhkZubuZSWgzKwjYd4WA+5y97vLqUdERERERERaoI8+gn/9q+n5o49uFcNyMrR6TlOvAXsCXarUXvfY8Uf5Crr7OjNbRlj+uB1hWeAVZbb7E0LCZjlwbpl1NGFmU3Jd22uvvZJqRkREREREpGU455xaR5DdP/4BGzZsfG7zzWH//WsTT41o9Zym/kLofXFIldrrHDteXUT5T2LHZSV2zGwP4ILo5Q/dfWE59YiIiIiIiEgzjRkTtjSZOxfuv7/p+SOOgHatq+9F6/pqi/NH4CzgODO72t0fq3VASTKztsC1hJ/9c8AVSdbv7iNzXRs2bFia57IRERERERFpndzhpZfg6adh/nyYM6dpmXbtQtKklUlt0sTMehOW492FMBylvbufVel23X2ZmR1JWGr4H2b2E+DqCk6SuoLw9QF0pPBwm01jx+XE9G1gKLAOONPdNxQoLyIiIiIiIpUyOVpEtZa9Te66C66/Pn+Zgw6Cbt2qE0+KpC5pYmY9gUuBEwgTnkLDksJnNSo7ATgdWODuOyUVg7vPMbPdgIcIS/L+wszmAIuAQkkGd/dShvZ8TEPSZAvyJE3MrB3QNXq5DlhZQjuY2UDg4ujlZe7+Yin3i4iIiIiISMKuiDr/1yppsnw53Hxz/jLt28MXv1ideFImVUmT6EP9o8A2hERJIVcB3wAGmtlBSQ2lMbNtgYmEHhkQvk+Di7mV0pdTfhXoHx33A97MU7YvDYmkuWWsnHMSoaeKA+vM7KIc5XaPHY81s8yKRw+4+9QS2xQREREREZG0euQRWLs29/V+/eDcc6Fv2hfCrYzUJE2iXhSTgD7RqVuBm4EBwO+z3ePuM81sBrArMAZodtIk6unyOLAdGyduKrWm0gxgdHQ8jPxfw7BG95XKYvvvF3nPF6INQi8YJU1ERERERERaAvfsE75CGIpz3HFw5JHQtm32Mq1AmlbPOR3YidAL4hx3P8nd7wMWFLjvMUISYJ+E4vgOsH10/G/gxOh1R3dvU8RW6tMUf0JH5ywVxPtrTS6xHREREREREZEGs2bBgiwfub/7XbjhBjjqqFadMIF0JU2OjfaPuvtVJdw3M9rvmFAcY6P9DGBfd7/N3Re4+5qE6m/sUeDD6PhQM9s1WyEz60WY5wXC0sT3lNqQu1/s7lZoA26M3XZa7NrlpbYpIiIiIiIiKeQeJoBtbMgQOPDAVre0cC5pSprsTuhlcneJ9y2K9psnFMf2URzXuPvqhOrMyd3XAT+PXhow0cx6xMuYWUdCIqNTdGqCuy8iCzObYmYebadWKGwRERERERGpZzffDM8+2/R8LVfxSaE0pY4ySY93S7wv6b5CS4DewHsJ15vPVYSeNiMIk8++ZGZ/BOYRJn8dR1h6GWAW8LMqxiYiIiIiIiItyZNPwl//2vR8ly6w337VjyfF0pQ0WUpYcrdroYKNZOYfydrzogwvEZIm2xcqmBR3X2NmRwN/A0YB25I9MTIdOMbdl1YrNhEREREREamgSZOq25473HJL9mvjxkGHDtWNJ+XSNDznjWg/vMT7Mn2HZuYtVbxrCcNkTkqovqK4+xLgUMK8Jf8A3gHWAO8DjwBnAvu4+1vVjEtERERERERakNdeyz756/HHwyGHVD+elEtTT5MHCUvqnmBmP3L3jwrdYGaHAAcR5iB5IIkg3P0OM7sFONHMrgDOdfcNSdRdRNsO/CXayq1jZAJxnAqc2tx6REREREREJGUeeaTpuZ13hpOq2m+gbqQpaXI18G3C8Jzbzewod1+eq7CZHQTcGr1cTugh0mxmth3wY6AD8HXgwGh+kWcJQ4AKJlDUG0RERERERESKct55YX95FRYrXbcOHnus6flDDgGzyrdfh1KTNHH3N83sZ8D/AJ8BXjWzPxGL0cz2BYYAxxCG5Rihl8mFCc7z8UZUJ1H9Q4A/lHC/k6Lvq4iIiIiIiKTY/PnVa2vqVFja6KNz+/ZhiWHJKlUf7t39Z2a2FXAOsBXwg8ylaP9UrHgmDfb/3P2ahEOxHMciIiIiIiIi9WfdOpg4sen54cOhc+fqx1MnUpU0AXD3c81sCvBTYHCeonOA77v73QmHcGPC9YmIiIiIiIjU1gMPwMKFTc8fdlj1Y6kjqUuaQJiMFbjDzIYCI4B+QDdgBbAQeAx4Npo4Nem2T0u6ThEREREREZGaWbIEbrqp6fkhQ2Do0OrHU0dSmTTJcPfpwPRaxyEiIiIiIiJSl9zhyithxYqm104/XRPAFpCapImZtXP3dc24f7C7z0ogjh9Hh/Pd/c/NrU9ERERERESkZmbOhGeeaXr+4INh0KDqx1NnUpM0AW4CvlzOjWa2K/Aw0DuBOC4mTDz7/QTqEhEREREREclt9OjK1v/0003PdesG48ZVtt0WIk1Jk+PN7EN3/+9SbjKzwcAjQM+E4viYMH/K6wnVJyIiIiIiIpLd+PGVrf+NN5qe+8pXQuJECmpT6wAaOcfMflRs4VjCZMsEY1gQ7bsmWKeIiIiIiIhI9b35ZtNzg/MtVCtxaUqaTAYMuNjMzixUOJYw6UUYTvPNhOK4N4pjVEL1iYiIiIiIiGQ3b17YKuHjj2Hp0o3PtWsH22xTmfZaoDQlTY4FniUkLK4wsy/kKhglTB6mIWFynrtPSCiOKwhDdI4zswMSqlNERERERESkqfPPD1slZBua07dvSJxIUVKTNHH3T4DPArOBtsCfzezgxuViCZOtCAmT8939DwnG8Q5wArAS+KeZnWNmmyZVv4iIiIiIiEhVZBua069f1cOoZ6lKL7n7EjMbDTwFbAvcbWYj3f0FADPbhY0TJt9y998nGYOZXRcdvgwcAPwe+KWZvQAsBD4p/GW4piEWERERERGR2nGHW25pen777asfSx1LVdIEwN3fNrMxwOPAFoTeHgcCHQhzmMQTJr+rQAinRvUT23ciJFCKpaSJiIiIiIiI1IY7XH01rFrV9Jp6mpQkdUkTAHefbWafo2HekoeAjjQkTL5doYRJhhV5LhsvXERERERERESkQp54Au69N/s1JU1KksqkCYC7P2tmXwTuAbajIWlxgbtfXsGm+1ewbhEREREREZHKeecduOqq7Nd23RV69qxuPHUutUkTAHefbGanAxMJPTgucPfLKtxmlplyRERERERERFJuxQq4+OKwb2y33eC73616SPWu6kkTM3ukjNtWEFb6GWtmY3OUcXc/pPzIRERERERERKrssoT6BbjD5ZfDu+82vbbPPnDRRcm008rUoqfJSMqf9+OgHOetGXWKiIiIiIiI1MbAgc27f/16mDkTbrgB5s5ter1XL/jmN5vXRitWq+E5xU6qmgpm1hPYB9ga6AIsB94Bprr7R7WMTURERERERFqh2bPhjjvg5Zezr5IDsNlm8NOfQpcu1Y2tBal60sTd21S7zXKZ2WeB75FnuWEzewL4pbtPrlpgIiIiIiIi0jJMmBD248cXV94d7r8frriicNlTToG+fcuPTdI9pCx5mAAAIABJREFUEWytmJkBVwFnZE7lKT4CGGFmV7v72RUPTkRERERERFqO++8P+0JJk08+gaefhrvvhtdfL1zvXnvBEUc0P75WTkmT7C4Dzoy9ngc8CLxKmJS2MzAIOCzaA5xpZp+6+3nVDFRERERERERaqNmz4b774LXX4K23Qi+TQrbeGo4/HkaOBKurmTFSSUmTRsxsKHAuYWLZJcBZ7n5HnvJfAP4P6AmMN7Mb3f2FqgQrIiIiIiIiLdOf/wy33VZ8+WHDYO+94ZBDYJNNKhdXK6OkSVNnEIbjfAoc4u4v5Svs7nea2TzgWaADoYeKhumIiIiIiIhI6dasgTPPhEWLiivfoQP89rfQr19Fw2qtqp40MbOTM8fuPjHb+XLF62uGkYReJhMLJUxi7f7bzG4kJExGJhCDiIiIiIiItCbuYb6SW26B1asLl998czj8cDj0UNhqq8rH10rVoqfJDYSkhAMTs5wvV+P6ytUn2j9Z4n1PEZImfQoVFBEREREREQFCz5KPPw4r3SxZkr9s584wZAjssAMcdRR06lSdGFuxWg3PyTUbTRpmqWkb7deVeF+mfNu8pURERERERETc4frrYe7c8LpXr9xld9wRzjsPttkG2uojZzXVImlyWonnq+09oB8wFLi1hPuGRvv3kw5IREREREREWpinnoK77oJdd81fbqed4H//FzbdtDpxyUaqnjRx9xtLOV8DTwH9gdPN7DfuXjAJYma9gdMJQ4SeqnB8IiIiIiIiUs/WroVf/zp/mV12gdNOC3upGa2e09RNwFeA7sAjZvYld5+Vq7CZ7QzcDvQguXlVREREREREpKVYvx5efhlmzoQnnoCFC3OXbd8+JEvGjq1efJJT3SdNzOwYYCzg7j6uufW5+4Nmdi/wOWBn4AUzuw94AHgVWAl0AgYBhwFHEr6PDtzr7g82NwYRERERERFpIZYuhe9/HxYsyH596tSwHz4cfvAD2H13TfCaInWfNCHMJXIqIWnR7KRJ5MvAZOAAoD0hKZMrzZeZvPbJ6D4RERERERFprT74AJ5+Gl59NfQomT+/uPuOOQb226+ysUnJWkLSJHHuvtLMDgIuBM4D8i16/R5wGfBbd99QjfhEREREREQkRVatCj1GnnoKnnsuDMcpRadO8KUvVSY2aRYlTXKIEiCXmNmlwP7AcGBroAuwHHgXmAr8y93X1ixQERERERERqa716+Htt0NvkmeegenTYd260uro0AGGDAk9U7bcErp0qUys0ixKmhQQJUQeizYRERERERFpTdxh3jx45RV4/32YOzcMufn00/Lq23tv+PKXYeBAMAsJF0ktJU1EREREREREMhYtCr0/liyBl16CZ58N55pr663hxBNh5Mjm1yVVo6SJiIiIiIiItG6ffgovvgi33w5z5jS/vm7d4MADYdgw2G476N49DMeRuqOkSQFm1gYYAPQAOhZzj7s/XtGgREREREREpHTr18Obb8Lrr8OKFfDOO6E3ycKFza+7e3fYf3844IAwV0mbNsXdd845zW9bKkZJkxzMbCRwATAK2KSEW50yv69mZsBxwFeBPYAtgcXALOBW4AZ3L3F2ofS0JyIiIiIiUlXvvgsvvBDmIZk3LyRJ1qxJpu7OnaFfP9hhh7BU8ODBxSdK4saMSSYeqQglTbIws58AP868rFKbPYC/EZI0cb2jbRRwtpkd4+5v1Vt7IiIiIiIiiduwIcw3smwZrFwZeo8sXBgSJHPnwocfJtNOu3aw226w006w7bYwaBD07h0mcpUWTUmTRsxsNPCT2Km3CCvnLATKnB65YJsdgHuAEdGpBcDVwDygL3A6sAswFLjPzPZz92X10p6IiIiIiEjZ3OHjj0Ny5O234bXXwv6NN2Dx4jDkphIGD4Y+fWCPPWCvvaBTp8q0M3ly2KvHSSrVJGliZhV6qhMxPtpvIAzP+Z27e4XbPJuGBMZ04FB3X5K5aGYTgLuB0cBg4EfAhXXUnoiIiIiISLBhAyxfDkuXhmTIsmWhh8iKFaG3SHxbsSL0Flm8uPJxbbJJmLj1wANh+PDqTdx6xRVhr6RJKlnl8wFZGjXbQJj7I4m+TJl63N3bNrcyM3sf6Anc5u4nNbe+ItprB7xDmE/Egd3cfWaWcr2A14BOhB4vfdy95HWvqt1e3LBhw3zatGnNqUJERERERNLEPaw8k0l6rFgREiLLl4dEx5IlITkS35YvD/fVyqabhl4kW28d5iXZfvuwws2229ZmuM3YsWE/aVL1225FzOx5dx9W6n21HJ6T1NOY9FPdLdpPTrjeXEYREhgAD2dLYAC4+wdmdhswjjAx7dHAdXXQnoiIiIiIpEkm0dG4V8enn4ZJUj/9tGGLv169euOkSKZnyLoUrx1hFpIigwfDwIFhv802motEilaTpIm7lzGlcNW8B2wLJDSlckGHx44LJWomE5IYAGMoL4lR7fY2VsuMcnNUOu56r7/SKhm/vje1rb/S6vnZ0fe+tvVXkr43+dX796eev/8t4XvjHrYNGxqOG28bNoSy8X2ucrnuy/Y62325rmUrU+y59eth7dqwrVkTEhZr1mz8ev36ptuGDeHaqlUh0ZGJvyXo3Bl69gz7Tp2ga1fo3z8kSXbYIQy7ESmTJoJt6ingBGDXKrU3JHb8fIGy8bEtQ3KWSld7DebNg6OOanY1IiIiIiLSyrRrF3qIbL55WOZ3u+1ComTgQOjSpdbRSQumpElTfwCOB04xs1+4+ycVbm/H2PEbBcq+DawH2gKDzMzKmKS22u2JiIiIiIhsrHNn6NYt9Arp3j28zmydOjVsmXNbbVW9iVlFYpQ0acTdnzGzHwM/A+40sxPcfWkFm+weO/6oQGzrzGwZ0IPws+sErEhTe2Y2Jde1vbp1y3VJRERERETqVbt2obdHPPHRtWvYevYMSZFMciRzvp0+ikp9qMnqOWlmZp+JDs8CvkxILEwEnomOCw7+c/fHS2hvDdA+etne3fPOomRmC4FtopfbuPu7xbZVjfbyJE32ADYD/l18tNLK7BTt59Q0CkkrPR+Sj54PyUfPh+Sj50Py0fPRsmzv7lsWLrYxpfeamkJYipdo3xM4v4T7nVb8fXX3kdnOZ5Ipua6L6BmRfPR8SD56PiQfPR+Sj54PyUfPhwCkeRWbWrLY1vh1MVsp4sNdOhZRftPY8fIS26pFeyIiIiIiIiJ1qdX2iMjjp1Vu72PCnCEAW5BnzhAzawd0jV6uA1bWQXsiIiIiIiIidUlJk0bcvdpJk1eB/tFxP+DNPGX7ElayAZhb5ko21W5PREREREREpC5peE7tzYgdDytQNn59Rs5S6WpPREREREREpC4paVJ798eORxcoOyZ2PLlO2hMRERERERGpS602aWJmW6eknUeBD6PjQ81s1xz19AJOiF6uBu4pM6RqtyciIiIiIiJSl6y1TlNhZquAPwKXuPt7Fai/N/ADYJy7dypQ9pvA5dHL6cCh7r4kdr0jcBcNPT9+4+4X5qhrCnBQ9PI0d7+hku2JiIiIiIiItFStOWmyAXBCL4rrgZvc/dkE6t0XOAU4mWhJX3dvW+CeDsBDwIjo1AJCQmceYTLWccAu0bVZwP7uvjRHXVMonDRJrD0RERERERGRlqo1J02OAS4FtickTwDmA7cQhrBMc/eCS+yaWWfChKkjgROBAZlLwOvAt9y94NAWM+sB/A0YlafYdOAYd38rTz1TKJA0SbI9ERERERERkZaq1SZNAMxsE+Ac4LvAltHpzDdkAzAbmAMsjrblQFdg82jbCdiZhrlhLNp/APwSuMrdPy0hHgOOA74K7An0BJYAM4HbgOvdfV2BOqZQRNIkqfZEREREREREWqpWnTTJiObwOAX4OvBfsUvFfHMsdvwicCVhqE/RyRIRERERERERSR8lTRoxsyHA54HDgL2AzfIUXwk8DzwI3OXusyofoYiIiIiIiIhUg5ImeZhZG2AHwrwnmwObAJ8Shuq8Abzu7htqFqCIiIiIiIiIVIySJiIiIiIiIiIiWbQpXESkPBYcb2b3mtnbZvapmb1rZg+b2dfMrF2tY5TaM7MDzGyCmc0ws8Vm9omZvWlmT5rZ/zOzA2sdoyTDzNqa2RAzO9XM/mBmT5vZKjPzaLu4yHo2NbOxZnZZ9Jx8YGZrzGyZmc02s+vN7JAKfzmSsKSej1h9A83sEjN7NvrdsjZ6Rl4xs5vM7LMV+lKkAsysm5kdZ2ZXRT/TRdHPdImZvWRmV5rZ3s1s45rY81byMye1Eb3fPMDMzjOzP5vZdDNbEL2fWBW9B73PzMabWfcS6h1jZn+J3pOsjv6vecrMzjezTpX8miRZlXpGorp3N7NfmdkLZvZh9Hnn7ej31KVmdkSlvi6pHvU0kYowLWksBZhZT+Aq4IsFir7k7ntUISSpMDO7A/hCniI/dfeLC9RxEvB/QOcimpwMnOzuHxYdpNRMEs9HrK7vAf8DtC9Q9BHgS+6+uKggpSbM7DuEn+cmRRS/GTjL3VeV2MZIwvMQn+C/6GdOasfCgg6fFFn8Q+AMd78nT32bANcDX85Tz3zgC+7+76IDlZpJ+hmJ6twMuBQ4g/wdEZa6e0mJGEkf/aVfEmdmHYB7gBHRqQXA1cA8oC9wOrALMBS4z8z2c/dltYhVasPMtgIeBnaNTr1JSLLNBFYBfYD+wJiaBCiV0rbR68XAImBQCXX0pyFh8i5hIu7nCEu9dyL83vky0JHw/DwU/Y4p6QOU1EQSzwdmdh7wi9ipx4F/EP4v6gHsCXyV8AF8FPAPMzvQ3deXGbdU3o40JExeAx4irFj4EeFneghwLOEZ+grQy8yOKHbeOTPbFLiGkDBZSfhdIvVnIfAsMBt4j/D/wibAzsCXCL9LtgTuiJ6PB3PUcyNwfHS8iPAe9mWgJ+H5Gg4MACab2T7uvqAyX45UQCLPiJl1Bu4FDopOfQDcQfiD8DJga2A7wsIi21bqi5Eqcndt2hLdgG8Slmt2wupCPRpd70j4C3CmzK9rHbO2qj4fBjwW+/lfAnTIU37bWsesLbGf/Q8IH2a/CPSPzp0aexYuLqKOi4Angc8BbXOUGQy8E6v3p7X+2rVV7fnYDFgeu+f0HOX6A2/Hyn2+1l+/trw/12to+IBiOcqMaPSzP62E+i+J7nmb8Jfjop85bbXfCH/lH1ygTFvgytjPdnaOckfHyrwJbJelretiZW6v9devrbrPSFT25li5iUCXPGX71vrr19b8TcNzJFEW5il5h5CldWA3d5+ZpVwvwl+LOhFWJOrj7ouqGavUhpl9nTAsB+D/3P3sWsYjtWVmpxK6QUNxw3N6uPuSIur9HDApevmWu2/fnDilNsp4Pg4l9D4CeM7dh+cpOx74Q/TyUnf/dvOilUop4d99/Gf6uLsflK98dM9QYCrhA9OxwO7AT6LLGp7TgphZe0IPxS2iUwPc/bVGZV4AMkOCj3T3f2apZ1PgFUJPAgjvdWdUJmqppiKfkTHAfdHL+wjPiT5Qt3CaCFaSNoqQMAF4OFvCBMDdPwBui15uQsjsSwtnZgZkPpisAL5bw3CkDhXzwSlyH6GbPcB2Zta1QiFJuvSKHc8tUPbV2LGGY6RYCf/ub48d71aocPSHnj8REiZ/d/c7ywhP6oS7r2Xj3wu949fNbBANCZO52RImUT2fEHo/ZRyXZJxSO4WekciF0X4DcK4SJq2DkiaStMNjx5MLlI1f19wVrcMIYGB0/FfXXDZSIR7mp4jPY7JprWKRqno/dlxoLpT49dkViEWqb3nsuJh/8xcQ5rhZAYyvSESSGmbWBugXO/VeoyKjY8f3F6hO72FboELPiJltDxwcvZzi7vOrFJrUmJImkrQhsePnC5SdluM+abk+Ezt+xMzamdlZFpaNXRQt/fZGtBzcoTWLUupeNAQw0+ttFWE2fGn5niJMDgqwt5mdlq2QmfUDvh+9XEQYny71L/5e4s18BaNeBZlhOBe5JvNs0aKerj+joefAi42HXVDae9gXgczk0YOj+qWOFfmMjKBhha1HovtOMLMHzOz9aGnqt83sTjP7op6LlkOr50jSdowdv1Gg7NuE/3DaAoPMzNTFrcUbFjv+CPgXsHejMttH24lm9hfCZH7FLhMnknFm7HiyF7mKhtQ3d18dzZt0G+E9znXRvCj30rB6zlAaVs9ZSFg2VHNqtQzxf/f/yFUo+iDzJ8LE9NOACRWOS6oomnOiY/RyM0IP1y8A/xWdWwSMy3Jr0e9h3X2dmS0kzGvSibDq39vlRy3V1IxnJP4+9g0z+ydwRKMyfYBjom2KmR3rWta+7ilpIkmLr0P+Uc5S/Oc/nGWEN7HtCP/prKhgbFJ78bGhEwj/SS0jvHl9nvAcjABOAdoTlvzrQPiPTKQoZrYDDb0IAH5Zq1ik+tz9jugN8R8Iy9t/ho17uUGY7+aHwPV6M9symNn+QKZn0Wrg8jzFzyQ8E+uBM13LTbc0NwBbZTm/Bvg78B13fz3L9aLfw0YW0TAZbHeUNKknN1DeMxJ/H3sx4X3sp4Rlqp8i/E4ZBnwN6AyMBO4zsxHuviah2KUGNDxHktY5dry6iPLxHgRdEo5F0if+hmQg4S85u7v7t939Fnef6O5nAAcQkikAx5iZJlmTophZJ+Auwl+OAK5w9+dqGJLUxqPAfwOzclzvBHwL+Jq6T9c/M+sN/JWG97U/yjXcxsz6AL+KXv7O3V+oQoiSDq8ADwEf5Liu97BS6Blp/D52CbCfu58VvYf9s7ufT5hQeGFUbjhwXqUClupQ0kREqqnx75wz3b3JuPPoQ+4PY6e+WdGopEUws7bALYQlQwGmEyZ6lFbEzLYEphCWHt4SOIcw5K9D9PpY4CVgG+AS4KZo8j+pQ1Gi9B5Cl3gIw3J+m+eWK4GuwFvAjysbndSCu/d2dyO85+hG+EPMVcCuwP8Bz5rZgELVVDZKqaVmPCON/6/4brbEazRB7Ndjp/47kcClZvQmQZIWH17TMWepBvHZ7ZfnLCUtRfxn/Ka7P5in7PXA2uh4HzPrnKestHLRh94bgKOiU3OAI9y9mL8WSgsRfYB+kjDMbxGwj7tf6e5vuftad/8oWlZ2X+Dp6LaTgLNrE7E0h5l1JHSlHx6dego4Ptf8aFGvxczviHPcfWW2ctIyeLDM3f/l7t8AjiQMn9gVeDD6fREXfw9bzOpLeg9b58p4RuI/59XATXmq/wcNvU36mNkuScUt1aekiSTt49jxFvkKmlk7wl97ANYRxphLyxZ/PqbnKxi9mZ0TvWzLxkvAifxHNLzij8BXolPzgUPcPVf3Wmm5zqFhMsdf5xiTTpRM+1bs1LmVDkySZWYdgDuBUdGpqcBncyVCzGxz4PfRy9vd/d7KRylp4u73E5LrAP2BkxsVKfo9bJYyH+csJXWjxGdkdr4/zETJ23gvlEK9myTFNBGsJO1Vwi8ZCB9y8y3515fwYRhgrlbOaRXm0PAGd2kR5eNluiUfjrQQEwiTrkH4nTPK3RfmKS8t15Gx44cKlH2W8JflzsBOZtbN3Yv5vSQ1ZmbtgdtpWLXiBWCMuy/LfRdjaZj48UMzuyhHufikwZ+JlXu2QO9IqQ+TaVgVZSRhSEbGq8DB0XE/4LFclUR/+MsMCVtJQ48CqX/5npE5sWO9j21FlDSRpM0ARkfHw8jzHw4bL9s1o2IRSZr8O3bcNWepBvH/YPRhRpows8uBb0Qv3yYkTN6qYUhSW9vEjvN9gMbdPVrBLTP0bzP0eyb1og+rt9IwzOZl4DB3X1Lo1tjxN3KW2tjBNHyI/h1hnhypb/HhFd0bXYu/Fx1GWBEllz1o+MPfLP3hr0XJ94zofWwrpeE5krT7Y8ejc5YKxsSOJ1cgFkmf+2LHQ/MVjMaR7hS9XAtk7WYvrZeZ/YqGSYLfJSRMXqthSFJ78UTJtvkKmtmmhIlhM7T0cMpFkz3fRJjMF8LqSIe6+6LaRSV1ZmDsuPGywnoPK5D/GXmMhukEBkfzKmUVDR3eM3bq1WTCk1pQ0kSS9ijwYXR8qJntmq2QmfUCToheribMfC8tXLRSTmbyxX5mdlie4qcB7aPjJzVhn8SZ2c+AC6OX7xMSJnNrGJKkQ/wvxSfkLBUcS8PvmJfd/dPKhCRJiCZ7vo6Gn+urlDB3kbvf4O5WaAN+Grvtp7FrWjK0zkXP0LjYqX/Fr0f/h2TmoBhkZkeQRfRB+YzYqb8mGafUThHPyCeEyachLHjx1TzVHUnDEK7X3V1JkzqmpIkkyt3XAT+PXhow0cx6xMtE/9ncCGRmpJ6gvxK1KvFx5Feb2faNC5jZMBqeI4BfVzwqqRvRHAOZJak/JHxweqWGIUl63Bo7HmdmX8lWyMz+C7g8dirfCghSY7HJnjOTMs4DDnb392oXlaSFmZ1nZvsWKNMFuJmGv/wvBm7LUjSeNLvKzLZrVE8b4Aogc/5v7q4h5ilXgWdkXXR8iZntkaWuHdh4LhS9j61zpiF4krRoRvuHCEs+AiwgvNmZR5j8dRyQWXZrFrC/Jt9rXczsShqW+FwG/AmYRphnaQRwCtAhun6Nu59Z9SAlcWbWn43/ggOwO2GCRoAngMcbXb/D3f8z+7yZnQFcHbv+EzYeY5zLk+7euJutpEgSz0dUz13A5/8/e/cdJ1V1/nH888iydASCqAEVBTUGRJRFBcXeFQ1qlGjsJbElmmJDgy0oVlSiPzu22CtW7AURBWyAYkEUsVBFQNrC8/vj3M2Ou3dmZ3ZmZ2Z3v+/X677uzD3n3vNsglueOec5CZfGAE8RlnC1BXYEDgWaRe0fAP2iTxClCJnZMOCc6O1K4O+E3y1qMsbdf85wrAsI31cgzDS5IJP7Jf/M7HHgAOAz4CXCjLN5hK1j1yIsBx4EdIhuKQcOcffHkjzvfsL3CAjLM26KnvkrQuKuYovr7wjbmqfzb1EKqA7+jZwJDI/eLifsuDM2el4ZYSZSRb2s5wk7e63O6RcleaWkidSJaHbJw1TulBJnEjBIRRsbn+iTmhHAqfyyOF9VI4EzohlMUs+Z2U6EJXyZOMbdRyU8YxQhqZapnd391VrcJ3mSi38f0XNaEBJrsbNMqngFOEwzFoqbmb1KSHZlakN3n5HhWBegpEm9kvAHcTqmA39y96S7a5lZM8IfwamW+H0BHOTuH6QbpxROrv+NRM88hzDrpGmKbg8DR2WavJXio91zpE64+wIz2w04hLDeb0ugI7AAmEKY7naH/hhunKJs+1/M7L+ET5Z3onLXi1mEQls3uvukwkQoIvVVNGPkCDO7npBg60/YPrQNsBT4lrDd8H3Ac9r1QqTeO4owS3UnwiyQdYFOhB2xFhFmJb1HqEXxlLuvSPWwqL7RH8zsTuBYYNvoeYsIMxUeAm5WrbV6Jaf/RgDc/VIzewI4EdiDMJu+KfA9YdbJ7e7+cs6/EikIzTQREREREREREYmhQrAiIiIiIiIiIjGUNBERERERERERiaGkiYiIiIiIiIhIDCVNRERERERERERiKGkiIiIiIiIiIhJDSRMRERERERERkRhKmoiIiIiIiIiIxFDSREREREREREQkhpImIiIiIiIiIiIxlDQRERERKSAz62pmHh2jCh2PiIiIVFLSRERERKSRMbN7EhI1h6bRv9TMXk+45wEzs3zEKiIiUkhKmoiIiIg0PpcCHr0+J43+twEDotfjgKPc3VP0FxERaRCUNBERERFpZNx9CjA6eruFme2drK+ZDQX+GL2dDhzg7svqOEQREZGioKSJiIiISON0acLr2NkmZnYYcEH09kdgX3efU8dxiYiIFA0lTUREREQaIXd/G3g1ejvAzLZLbI/e3x69XQkc5O6f5C9CERGRwlPSRERERKSImdlOCQVYL4iurW9mV5nZJ2a2xMx+NLO3zOxkMyvJ4PGxs03MrBvwONAsuvQnd385269FRESkvsnkh6qIiIiIFJiZ7QXcB7Sr0tQvOn5nZgPdfXlNz3L3MWY2EegD7GtmvYCZwNNAx6jbMHe/I2dfgIiISD2imSYiIiIi9Udv4BHCDJCbgKOBPwBXAUuiPrsDQzJ45mUJr8+Pnr9p9P5B4LzahysiIlK/mXaLExERESkcM+sKfBm9vdPdj67SvhPwSsKlr4Hd3P2zKv22BsYSZhIvANZNZ7aJma0BTKUyUVJhHLCLdsoREZHGTDNNREREROqXP1ZNmAC4+zvAA9Hb9sDW6TzM3VcDw6tc1tbCIiIiKGkiIiIiUp+85+5vpGhPLNb62wyeW17l/QnaWlhERESFYEVERERSMrPjgS65eJa7X5DlI96uoX1Wwuv26TzQzAYAt1S5vD+/TMCIiIg0SkqaiIiIiKR2PLBNjp51QZb3z62hPbGGSfOaHmZmm1C5tbADS4GWwAlmdrG7z6ttoCIiIg2BlueIiIiI1B+rc/UgM+sIPAN0iC6dB1wevW4J/CVXY4mIiNRXSpqIiIiIpODu27q75eIo9NdSwcyaA08C3aJLd7j7MOA6YHF07VQza12I+ERERIqFkiYiIiIijYiZGXAX0C+69BLwJwB3XwDcFF3vUHFdRESksVLSRERERKRxGQ78Pno9FTjI3VcmtF9FZW2UM8ysNJ/BiYiIFBMlTUREREQaCTP7E/DP6O0PwL7uvjCxj7t/B4yK3nYGjsxbgCIiIkVGSRMRERGRRsDM9gJGRm+XAvu7+4wk3S8HVkWvzzQz/c4oIiKNkn4AioiIiDRwZrYF8CBQQtiB53B3fydZf3efDjwQvd0YOKjOgxQRESlCSpqIiIiINGBm1hl4GmgTXfqnuz+Wxq2XAh69PrsuYhMRESl2SpqIiIiINFDRlsFPE2qTANzo7lenc6+7TwZGR2+3MrM96yBEERGRombuXnMvEREREREREZFGRjNNRERERERERERiKGkiIiIiIiIiIhJDSRMRERERERERkRhKmoiIiIiIiIiIxFDSRERERERERETF/HtQAAAgAElEQVQkhpImIiIiIiIiIiIxlDQREREREREREYmhpImIiIiIiIiISAwlTUREREREREREYihpIiIiIiIiIiISQ0kTEREREREREZEYSpqIiIiIiIiIiMRQ0kREREREREREJIaSJiIiIiIiIiIiMZQ0ERERERERERGJoaSJiIiIiIiIiEgMJU1ERERERERERGIoaSIiIiIiIiIiEkNJExERERERERGRGEqaiIiIiIiIiIjEUNJERERERERERCSGkiYiIiIiIiIiIjGUNBERERERERERiaGkiYiIiIiIiIhIDCVNRERERERERERiKGkiIiIiIiIiIhJDSRMRERERERERkRhKmoiIiIiIiIiIxFDSREREREREREQkhpImIiIiIiIiIiIxlDQREREREREREYmhpImIiIiIiIiISAwlTUREREREREREYihpIiIiIiIiIiISQ0kTEREREREREZEYSpqIiIiIiIiIiMRQ0kREREREREREJIaSJiIiIiIiIiIiMZQ0ERERERERERGJoaSJiIiIiIiIiEgMJU1ERERERERERGLUi6SJmb1jZuPNbEChYxERERERERGRxqFeJE2Asuhon6yDmX1qZtPMbJf8hSUiIiIiIiIiDVVJoQPIoe6AA60LHYiIiIiIiIiI1H8NKWkiRa5jx47etWvXQochIiIiIiJSPD7/PJy7dy9sHA3cxIkT57r7Wpnel9OkiZltC+wBbEZYStPU3Xet0qcjUAosc/f5uRxfilvXrl2ZMGFCocMQEREREREpHgMHhvPo0YWNo4Ezs69qc19OkiZm9hvgDmDrxMuE5TJVnQn8HZhrZp3dvTwXMYiIiIiIiIiI5FLWhWCj2SXvEhImlnAkMzI6dyTMShERERERERERKTpZJU3MrDXwGNAKKAcuBjYFDkl2j7t/DbwTvVXSRERERERERBqv0aO1NKeIZbs85yRgbWA1MMjdnwEws9/WcN9YYBvCNsIiIiIixc0dvv0WZs2C77+HH36AH3+EJUtg8WJYvbqyb4sW0KZNONZeG9ZZBzp3hvXWgxLV4BcREalPsv3JPZBQt+SJioRJmj6JzpmWB97MzObmoA8A7v5WhuOLiIhIY/Dzz/DhhzB1atjV4PPPYenS7J7ZtCl06wabbgpbbgmbbw6lpbmJV0REROpEtkmT30Tn5zK878fovGaG9w1L0eZp9KnaXx/3iIiISPDNNzBuHEyaBB9/DKtW5fb5K1fCJ5+E44knQsJkiy1gwADo1w+aN8/teCIiUj+cfno4jxhR2DgkVrZJg4qkR6ZbBzeLzpn+NpKqwKyIiIhIZubNg9dfh1dfhenT8zv2ihXw7rvhaNYM+veH/faDTTbJbxwiIlJYX3xR6AgkhWyTJvOBTsCvMryvYllOWstogLeI375YREREJDPuYTbJ00/DhAnhfaEtXw6vvBKOTTeF3/0OttsOTJ8XiYiIFFK2SZPPCEmTAcDNGdx3ACEJ8l46nd19+8xDExEREUmwdCmMGROSJd99l/n9LVqEmiTrrhuKu3bsGIq9tm5dWeB19erK4rALFoRxvv02zGJZuDC9caZNg+HDQ+HYww5T8kRERKSAsk2aPAdsDxxkZkPdvcZ5rWZ2ONCbkDTJpHisiIiISOaWLAlbOT75JCxalP59HTtCnz7Qo0dYMvPrX9c+eeEOc+aEwrKTJoWjpiTKzJkhedK1K5xwAvTqVbuxRUREpNayTZrcBJwFtAZGm9l+7v5lss5mdhxwPSFh8gNwV5bji4iIiMRbsgQefTQkTNLd+WbjjUNh1rIy6NIldzM8zKBTp3DstFNIokydGmqpvPlmmJmSzIwZMGRIKBZ73HFhG2MRERHJi6ySJu4+z8z+CtxO2Elnipk9ASyr6GNmRwA9CEtyNiEUc10NnODuy7MZX0RERKSa8nJ45hm4//70ZpZ06gS77go77gidO9d9fBCSKD16hOOEE+CNN8JMmFTFaCt29jniCBg4ENZYIz+xioiINGJZb7nr7qPMbE3gCqA5cEhFU3QeldDdgJXASe7+dLZjA5jZWkAZsBahIK0TCtTOAd5193SLzYqIiEh95h5mbdx1F3z/fc39t9wy7FZTVlbYBERpaUja7LILTJ4M//1vOMdZvhxuvTUkWf7611D3RERE6rc99yx0BJKCeY4qxptZH2AosA8Q95uHE2qgnOfuaRWATTFWC+Bk4FjCDJdUPgZuBW5y9zTn5kpdKCsr8wkTJhQ6DBERaYimT4cbb4RPPkndr0mTkJw46KD8zSqpjQ8/hFGj4LPPkvcpKYEjjww77ahQrIiISEpmNtHdyzK+L1dJk4RA2gHbAV2BNYHFwCzgdXefk4PnDwAeJOzaA2H2SioVX+APwCHu/ma2MUjtKGkiIiI59/PPYWbGk0+m3jq4aVPYffeQLOnUKXm/YuIetiC+806YPz95vz594IwzYM018xebiIhIPVM0SZO6ZGYDCQmTUn6ZLPkCmAEsIMxyaUdI2mxU5RHLgYNztTRIMqOkiYiI5Iw7jB0Lt9ySOqFgFmaW/PGPYTec+mjp0pA4eTrFry/t28Pf/w5bbJG/uEREJDc+/zycu3cvbBwNXINPmpjZOsBHhLolEJIkVwP3ufu8JPd0BA4DTickUQDmAT3d/Ye6jFeqU9JERERyYv58GDkS3n03db+ttoKjj4YNN8xLWHVuyhS4/nqYNSu+3SwUiT34YC3XERGpTwYODOfRowsbRwNX26RJfSq7fgmVhV4fA3q5+8hkCRMAd5/r7tcBvYDHo8sdomeJiIhIfeIOL78MJ5+cOmGy3npw8cVw4YUNJ2ECYaed664LNUziuIciuJdfDsuWxfcRERGRjGSVNDGzzcxslZmVm9kBad4zMLpnpZl1S/OeNsBgQsJkAjDY3RenG2fU91BgImFZz2Aza53u/SIiIlJg8+eHRMg118CSJfF9SkvhqKNCYqF37/zGly+lpXDccTB0KLRtG9/nzTfhzDNh9uz8xiYiItIAZTvT5DBCEmKWuz+Rzg3uPhqYGY19WJrj7A+0jF7/w91XZhpodM/forcto2eKiIhIsRs7Fk45JfXskm22CbvnHHxw2FWmoSsrC0t1evWKb//yy1Acdtq0/MYlIiLSwGSbNNmRMPvjqQzve5KQbNk5zf59o/Mn7v5GhmP9T3RvxV6EW9f2OSIiIpIHy5aFWSOXXQaLk0wwbdcOzj0Xzjuv/uyKkysdOoTZNwcdFN/+00/hf5u3385vXCIiIg1ItkmT30Tn9zO878PovFma/bckJGdysV3w64SEzZY5eJaIiIjUhS++gNNPhxdeSN5nxx3hhhugX7/8xVVs1lgjFLv95z/D0p2qVqyAYcPgqUw/3xIRERHIPmnSLjonLcaaxILo3D7N/l2i80cZjhNncnReLwfPwoJDzewpM/vGzJab2Xdm9pKZHW9mOZ0jnMvxzKy3mV1vZu+Z2Y9RbZofzexDM7vZzLbPZewiIiI1cofHHoN//CP5LjHt2sGQIaFPmzb5ja9Y7bBDKAC71lrV29zhpptg1KjwWkRERNKW7R/0S4C20ZGJiv4rMuz/Y4bjxKlI2GQaczVm1h54GNilStM60bELcJKZDXL3r4tlPDNbA7gGOI0w6ybRmsDm0XGCmd0PHOPuKsMvIiJ166ef4OqrYeLE5H3694dTT1WyJE63bnDVVXDRRfD559XbH3kkFNE96aQwQ0VERIrDNdcUOgJJIdukyXeE5ENfYFQG91XUKPkhzf5rRuefMhgjmYpF0Vn9tmVmpcATwIDo0kzgZuBzwsyYYwnLj7YCnjWzfu5e6/hzPN7VwF8S3o8GXgW+BToB/YDfA00IuxY1AQ6pbewiIiI1mjYt1C6ZOze+vVkzOPFE2H13sKr5fvmf9u3h0kth+HCYMKF6+3PPwdKlYelTYyiYKyJSH3TvXugIJIVsP2Z4gzBT4Q9m1q6mzvC/2RIV2wePTXOcuvipnu0zT6IygTEJ2MLdL3H3+939SkLy4vmo/bfA+cUwnpl1JcwwAVgF7Onu+7v71dGzrnP3PxAK5VYkmH5vZg1070YRESkodxg9Gs4+O3nCZKONYMQI2GMPJUzS0bx5KIy7557x7a+9FhJUK9Kd8CsiItJ4ZZs0uT86rwk8YGYtUnWO2u+nshbKfVmOXxBR3ZAh0VsHjnT3BYl9ouUsRxKWMAGcZma/KoLxdqPy//dH3X1M3JjuPgm4KeHSgLh+IiIitbZ0KVxxBdx8M5SXx/c54AC48kro0iW+XeI1aRK2aR48OL59/PiwjGeZVt+KiBTcyJHhkKKUVdLE3V8BXiLMNtkNeN/M/lh11omZtTOzI4D3on4OvObuz1d9Zg1+ZWa/zuYAapW4qGIXoKLS2kvuPiWuk7vPpjKx1Aw4oAjGS9yP8bMaxv004XWrNOIUERFJz8yZcMYZ8MYb8e1t2sDQoXD88dC0aX5jayjM4PDD4dhj49s/+AAuuECJExGRQnv++XBIUcrFspc/AO8AXYHuwJ2Am9lswvKO1oQ/1Cvm0xowHTi0FmPdmm2wObJHwuvnauj7HHBc9Hov4PYCj5dYR2bjGp6V2P5xDX1FRETS8847YfbI0qXx7ZtsEpbrxO0EI5kbNAhatAjbM1fdPWfKFLjwwpCgat68MPGJiIgUsaxLp7v7XEL9i+cICRGLnrsO0C06r5HQ9gywjbvPqcVwlqMjWz0TXqco8Q9AYhW2nkl75W+8Z6nctehAM9s97iFmthXwp+jtZ4T/30RERGrPHR58EC65JHnCZN99Q70NJUxya6+9whbNTZpUb5s8OSRONONERESkmpwUWI0SJ/uY2bbAH4HtCTu6tCXsePMNoWjsPe4+vhZDfEtY0lMsNkl4PaOGvt8QCq42ATY2M3Ov+jFP/sZz92/N7ExgRNRnjJmNBl6hcvec/lTunjMV+J27r8wwZhERkUrLlsG118Kbb8a3N28Op50GO+yQ37gakx12CLsQXXZZ9RoyFYkTzTgRERH5Bcv873cxs/lA++htG3dfnMv++RjPzAYDw4H1kzxmDqH47L3u/nMGsb6arK1Pnz47Tojb/lBERBq22bPh4othxoz49s6dYcgQWG+9vIbVaL37LgwbFl98d/PN4V//UuJERCSfBg4M59GjCxtHA2dmE929LNP7sl6e00i1TnidzlzWxDnIbYpkvEeAM4BZSdrXAs6kdrVnREREgo8+gtNPT54w6dsXrrpKCZN86tsXzjkHSmImHH/0UUhwLV+e/7hERESKkJImjZCZdQPeJyROVhC2Kl4XKI3ORwJfEgr73m5ml6b7bHffKdmR669DRESK3AsvwPnnw6JF8e2//z2cdx600gZtebf11qHYblzi5MMP4dJLYaVW5oqI5EW3buGQolRvl+eYWVNgTeAnd19RU/8cj11vl+dE2y5/AHQEPicU5Z0f84wOhF2RKv7r3c/dn84k7qrKyspcy3NERBoBd7j7bnjoofj20tIw+2TAgPzGJdWNHx9f4wSgf38488z44rEiIiL1TEGX55hZiZkdbGa3mNlYM5tqZtPTOL7IcJy2ZnaxmX1MWKbyA7DUzKaZ2SVm1r6GR+TKjwmvf5Wqo5mVEAriApQDSwo83nmEhAnAeXEJE4Do+nkJl05LO1oREWm8VqyAK65InjBZa63QroRJcdhmmzDjJC4x8tZboXhvPf2ATUREJBey3j3HzLYE7ics5fhFUxq3p/1TOFpSMgboGvP87sA5wB/NbA93/zTd59bSp8CG0euuwFcp+nYh7EID8Fktds7J9Xj7Jrx+sYZxE9u3rqGviIg0dgsXwr//DR9/HN/eo0eopbHmmvmNS1LbZpswo+Syy6onSF55JRSFPekksHR+tRMREWlYspppYmadCX9YdyckMYyw3e0PhD/sazq+TnOcEuBhKhMHVX9qV4y9PvBw1L8uTU54XdP0nsT2yUl75W+8Xye8/qmGZy1MeK0F5yIiktysWfCPfyRPmOy8cygwqoRJcerfPyyZivPss3DHHZpxIiJSVwYOrNxBR4pOtstzzqaydsZ4YHeglbv/2t03TOdIc5xBwBaEmSkLgJOBDYCW0fkUYG7UtwdwcJZfV02eT3i9Zw1990p4/VwRjJeYKKlpq4INEl7Pq6GviIg0VpMnh4TJ99/Htx9+OJxxBjRtmt+4JDO77BJmlMR57DF44IH8xiMiIlIEsk2a7ElIZEwBdnT3l9y9LkqtVyRBlkXj/J+7z3T3ZdH5RmAnKrfaPbAOYkj0CjAner2bmfWI62RmnYDB0dtlwBNFMF7i7JPBMe0kaVcFVxERqW7cOPjXv2BxTI3ykhL4299g8GAt7agv9tkHjjkmvu3ee+Hxx/Mbj4iISIFlmzTpEp1vreMdbLYiJGf+6+5T4jq4+1TgXsIyna3qMBbcvRz4d/TWgLuqFqE1s+bAnVQuaxnp7rGzNczsVTPz6Di6jse7L+H1+Wa2a5KYdgWGJFy6O66fiIg0Ys8/n3xr2jZtwnKcnXfOf1ySnQMPDImuOLfdBs/VduKsiIhI/ZNt7Y8lQDNgVg5iSaVTdH6zhn5jgeMT+telG4GDgAGEJM0HZnYTYRvfLsBxwGZR36nAJUUy3m3AsUBfoDkwxsweJxTZnUfYnWcP4HdUJtWeI9SUERERCbUtHnwQ7rknvn3ddWHoUOjcOb9xSe4cdhgsXQpPxExaveEGaNZMCTEREWkUsk2afAL0B9bNQSyptKGynkkqFVvz1nnRUndfYWYHEJIJuxDqg8QlKiYBg9x9YUxb3sdz95VmtjdhVs6ehMTIgSRf0vQQcGwtd/0REZGGxh1uvhmeeiq+fdNNw3Kdtm3zG5fklhkcdxwsX159Zok7jBgREif9+xcmPhERkTzJdnnO3YTlIgfkIJZ6x90XALsRan88DXwLrCDsHvQycCKwjbuntUtQvsZz93nuvhehcO8dhJkpPxF2PvqJUPfkFmB7dz/E3WMWqouISKNTXg5XXJE8YdKnD1xyiRImDYVZKAy7447V21avDv8WJk7Mf1wiIiJ5ZNlMIDCzJsBrQD/gT+5+a64CqzLOasJMk0Hu/mSKfgcAjwHu7k3qIhapvbKyMp8wQfVkRUTqpRUr4LLL4N1349t33hn+8pdQ/FUalvJyGD4c3n67eltpKVx4IfTsmf+4REQaiooZfXvtlbqfZMXMJrp7Wab3ZTXTxN1XEWaZvAHcZGY3m1ld/tTUEhEREZF8W748FHVNljAZNChsKayEScNUUgJnnglbblm9bcWKkDSZNi3/cYmINBR77aWESRHLdqbJ9OhlCaEYacXDfiYUFV1dwyPc3bulMU7FTJOKc9KuQJOoz6o0xm5W09iSO5ppIiJSDy1dChddBJMnx7cfc0zYbUUavuXLQ4HfKTEbGbZqFXZS2nDD/MclIiKShtrONMk2aVI1iWEZPiKtZTRVxkk1RiaxaAlPnilpIiJSzyxZEv5IjptFYAannQa7757/uKRwfv4ZzjsPPvusetuaa4YlXF265D8uEZH6TMtz8qJQSZMZZLlkxt1r/EgiSprkmpImeaakiYhIPbJoEZx/PnzxRfW2NdaAv/8ddtgh/3FJ4S1aBOeeCzNmVG/r0CHUP1lnnbyHJSJSbw0cGM6jRxc2jgautkmTrBYfu3vXbO7PQNM8jSMiIiKLFsGQIfDll9XbKupb9OuX/7ikOLRpE2rcnH02zJr1y7b588NMlMsug44dCxOfiIhIDmW75XBeuPuqujgK/XWJiIgUnSVLwgyTuIRJ06YhmaKEibRrF7aX7tSpetsPP4TEycKF+Y9LREQkx+pF0kRERETy4OefQw2TuCU5paXwr39BWcazWqWh6tgxJE46dKjeNmtWSJwsWpT/uERERHJISRMRERGBZcvgggvii742bx520OndO+9hSZFbd92QOGnbtnrbjBkhCbdkSd7DEhERyRUlTURERBq75ctDUuTjj6u3NWsWkik9euQ9LKkn1lsv1Dhp1ap622efheVeixfnPy4REZEcyKoQbFVm1h/YBugCtAVq2p3G3f24XMYgIiIiGSgvh0svhY8+qt5WsSRHCROpyUYbwYUXhiU5y5b9sq0icXLxxdC6dWHiExERqaWsthz+30PMDgCuBDbK9F5t+9t4aMthEZEi4w5XXQWvvVa9raQk/KG71Vb5j0vqr48+CjOTVqyo3ta9uxInIiJSMLXdcjjr5TlmdjLwKCFhYjUcxLwXERGRfHOHW26JT5g0aQLnnKOEiWRu881DHZPS0uptn3+u4rAiIlLvZJU0MbONgBGEBMgPwLHAZlGzAycCPYF9geuAxdH1O4Fu1GJmioiIiOTAgw/C6NHVr5vBmWfC1lvnPyZpGHr1Sp44+eILJU5ERKReyXamycmEuiirgD3cfZS7J5bdn+3uU939WXc/HegBvA8cCfzD3b/KcnwRERHJ1LPPwj33xLedeir075/feKThSZU4mT49JE5++in/cYmIFKPTTw+HFKVskyY7E2aOjHb3yTV1dvdvgH2AhcCfzWzXLMcXERGRTIwbBzfeGN921FGwxx75jUcarl69Qn2TZImTs8+GefPyHpaISNH54otwSFHKNmnSNTq/laS92k9Jd/8BuIOwpOf4LMcXERGRdE2bBldeGeqZVDVoEBx0UP5jkoZt881D4qRZs+ptM2eGpWDffZf3sERERNKVbdKkTXSeWeX6sirtVU2KzttkOb6IiIik4/vvw84lcbua7LorHHNMqGcikmupEiezZ8NZZ8FXWrEtIiLFKdukyZIkz/kxOndNcl/T6LxObQc2szFm9ryZbZvhfX0q7q3t2CIiIvXKokXhj9aFC6u39e0Lp52mhInUrZ494cILoWXL6m0LFoSlOtOmVW8TEREpsGyTJl9G57WrXP+EsPxmxyT39Y3OMR93pW236OiU4X0dE+4VERFp2FauhGHDYNas6m3du4flEU2a5D8uaXx69Aj/Ftu2rd62eHEoDvvBB/mPS0REJIVskyaTCMmRXlWuvxqdB5jZLyrKmVlfwtbEDtRYPFZERERqyR2uuw4mx/y4XWstOP98aN48/3FJ49WtGwwfDh07Vm9btizMiHrllbyHJSIikky2SZOXo3PVWRt3Asuj16PN7AEzG2ZmDwBvABWLWu/OcvzaqChOu7IAY4uIiOTPww/Dq69Wv96qVfjjtEOHfEckAl26hMTJuutWbysvh6uvhgcfjC9YLCLSEO25ZzikKGWbNBlNWGLTJXFGibt/BZxDmIXSFDgYOCs6VyQtXgFuyXL82tg8Os8vwNgiIiL5MX483B3z2USTJnDuubD++vmPSaRCp05w+eWw4Ybx7XffDSNHhiSKiEhDd+qp4ZCiVJLNze6+yMzaEJIvK6u0jTCzOcCFwEYJTUuAm4Ah7r46nXHMrAuQ7Le7zcxsbk2PAFoBWwFnEpYGvZ/O2CIiIvXOV18l31r4tNOgV9VVtSIF0K4dXHopXHQRTJ1avX3MGJg3L+yu06JF/uMTEREBzPMw9dHMNiQUi/0Z+NjdM1oaY2ZDgX9VvRydM/0CLLrncHe/P8N7JQtlZWU+YcKEQochItKwLVoEZ5wBP/xQve3gg+Goo/Ifk0gqK1bANdfAm2/Gt2+0Uai/E1cHRUSkIfj883Du3r2wcTRwZjbR3csyvS/b5Tlpcfcv3f1td/8w04RJAqtyJLte01EOXKmEiYiINDjl5eGT+7iESd++cMQR+Y9JpCalpWEXpwMPjG+fPj0kAj/+OL9xiYjkyxlnhEOKUlbLc8xsh+jlZHdPu0aImbUj2nHH3V9P45bXgX9XuTaEMGPkYeDTGu5fDSwmbJH8urvPTjdWERGReuOWW+Cjj6pfX289+Mc/YI28fFYikjkzOOaYUOvkppuqLy378cdQi+fPf1axRBERyauskiaErYUdGAQ8mcF92wDPEpIZNcbg7q8QCsf+j5kNiV7e6+6ZjC0iItLwPPccPPNM9eutW4elDS1b5j8mkUztu29YhnP55WHZTqLy8lAcdvp0OOEEKMn211gREZGaFfojJ6u5S1L/BoYB03IUi4iISP302Wfh0/mq1lgDzj47fmtXkWK1zTZw2WXJt8R+5pmQCFy4ML9xiYhIo1SopElti7j+j7ufHx1KmoiISOO1aFGoYxK3Nevxx8MWW+Q/JpFsbbxxKA676abx7ZMnw+mnwyef5DcuERFpdAqVNKkof76kQOOLiIjUf6tXh62F58yp3rb77rDffvmPSSRXOnSAYcNgt93i2+fODTOpHnssfnttERGRHMj7YlAzawZU7Hc4I4fPNaAr0B5ons497v5WrsYXERHJuwcegEmTql/v3j0UzLRsVsGKFIHSUvjLX8K2w7feGhKFiVatgttvhylTwsyT1q0LE6eIiDRYaSdNzOwoKpMdVV1iZqfX9AigFfCb6OzAS+mOnyKuAcDfgd2AFhnc6hQgaSQiIpITEyfCffdVv966NZxzTvhjU6QhMIOBA2GDDUKtk0WLqvcZPx7++lc46yzYZJP8xygiko1rril0BJKCeZrTGc1sKDCUX9YhqU1tkop7ZgNbufu3GdxbNabzgAurPDdd7u5Naju2ZK6srMwnTJhQ6DBEROq/2bPDp+pV/3g0g6FDoU+fwsQlUtdmz4bhw+HTT+PbS0rgyCPhd7/TTCsREfkFM5vo7mWZ3lebmRZxP4HS+ankwGLgS8IMk6uyTJjsDlyUcOlb4DVgFrC8ts8VEREpaitXJv+0/dBDlTCRhq1Tp5A0GTUKnniient5eViuM2ECnHFG2L5YREQkC2nPNIm92Ww1IRkyyN2fzFlU6Y39JLAfsBo4G7ja3VenvksKSTNNRERy4IYb4Nlnq1/v3RsuvDBsMyzSGIwbB9deC0uS7CvQqhWccgoMGJDfuEREMjVyZDifemph42jgajvTJBe/WWCTefMAACAASURBVBVq7uPWhITNQ+5+pRImIiLS4L38cnzCpGNH+Oc/lTCRxqVfv5A02Xjj+PYlS+Dyy+Hqq5MnVkREisHzz4dDilK2v11tGB3jcxBLptpF52cKMLaIiEh+zZgB//lP9eslJWHb1bZt8x6SSMGtvXZYrnPAAcn7vPIKnHYavP9+/uISEZEGI9ukyfToOC8HsWTq++i8ogBji4iI5M+SJTBsGKyI+ZF3wgmw6ab5j0mkWDRtCscfDxdfDB06xPeZMwfOPx+uv16zTkREJCPZJk0qfnt7J9tAamFcdP5tAcYWERHJD3cYMQK++6562047wd575z0kkaLUu3eoC7Dddsn7jBkT6pyoxpqIiKQp26RJxW9w5dkGUgvXE2qaHGVmzQswvoiISN177DF4++3q19dfP/zxp21VRSq1aQNnnRV2zmnRIr7PvHmhaPI118TvQiUiIpIg26RJRS2TntkGkil3f4uw5fD6wMNm1ibfMYiIiNSpjz4KW6tW1aIFnHsuNNdnBiLVmMEuu4SlOL16Je/38ssh8fjmm2FGl4iISIySLO+/FTgUONrMLnX3xTmI6RfMrH+K5heBTYE/AJ+a2Z3A28BcwlbEKUWJFxERkeIzf37Y+SPuj7nTT4fOnfMfk0h9svbacMkl8NxzcPvtsGxZ9T4LFoRCsn36wJ//DOusk/84RUS6dSt0BJKCeZaZdTMbCZwMvA4c6u4/5CKwhOevJizDqbFrmv0quLtnmzTCzAw4BDgC6A2sBcwHpgL3AaPcPWfLl+p6PDMbA+yecOkYdx9V64ATlJWV+QStIRYRqVl5OQwZAlOnVm8bNAiOPTb/MYnUZ3PmhJkn772XvE9pKQweHP4bK8n6V0QRESkyZjbR3csyvi+bpImZ7UBIVpwJ7A0sBh4B3gBmAUtreoa7v17DGDXOGKkld/cm2TzAzNoDDwO7pOg2CRjk7l9nM1Y+xjOzo4BRVS4raSIikm+33QaPP179eo8e4ZNz/UEnkjl3ePHF8N9Xqh101lsPTj4ZeuZ99bmIiNShQiVNqs4CyflsDzO7uDaxpTn4+bW918xKCcuDBkSXZgI3A58DXYBjgc2itqlAP3f/qVjHM7NOwMdAB2AJ0CpqUtJERCSfxo6Fyy6rfr1dO7j22uRbqopIeubNgxtvhPHjU/fbdVc46iho3z4/cYmISJ0qZNIkG1nP9igUM/srMCJ6OwnYzd0XJLQ3Bx4H9owuXenu/yzW8czsAcKyn/eBycAfoyYlTURE8uWbb8KuH1VrL6yxBvz73/rkWyRX3EPS5KabYO7c5P1atAhLdvbfXzO8RKTuDBwYzqNHFzaOBq5QSZOhtb454u4XZvuMfDOzEuBbQj0RBzZ39ykx/ToB0wmzNpYDnd19XrGNZ2b7A08QiuduC5wCHBU1K2kiIpIPy5bB3/4GM2dWbzv22FBnQURya9kyuPdeePJJWJ3is8Bf/xqOPx769s1fbCLSeChpkhe1TZpklTKvjwmPHNmFkMAAeCkugQHg7rPN7H7gOKAZcABwezGNZ2ZtgRuityPd/d1Qa1ZERPLGPSy9iUuY9OsHv/td/mMSaQyaN4fjjoOdd4YbboBp0+L7ffstXHRR2GXnhBO0e5WISCOyRqEDqKf2SHj9XA19E9v3KsLxLgc6A98A52UYl4iI5MKTT8Kbb1a/3rkz/PWvoGS2SN3aaCO44opQALZ16+T9Jk6EU06puZisiIg0GEqa1E7iovKJNfRNXI9S28XodTJetPvRidHb09x9US1iExGRbEyZArfHTAps1gzOPRdatareJiK5ZwZ77x3qnOyzT/Jk5apVYXerE04I55Ur8xuniIjkVZ1VtIrqcLQBFrl7eR08f0Utb10NLALmAx8CrwD3uvvCDJ6xScLrGTX0/QZYBTQBNjYz88wLyeR8vKhw7C2EHY8ec/eYvS0zZ2avJmvr06dPLoYQEWk45s+H4cPjayn85S+w/vr5j0mksWvbFk46KSRQbr4ZPvoovt+iRWHGyejRcOSRsMMOmhUmItIA5WymiZmVmtmxZvaUmc0hFCKdCyw3s9nR9aOjrXNzoaSWRynwK2Bj4EDgemCmmR2fwdjtEl6nKLkOUcKoYuvfEiq38s1EXYw3lJCMWQScVouYREQkG+XlIWGyYEH1tv33D3+AiUjhdO0adq06+2zo1Cl5v9mz4corw85XH3yQt/BERCQ/cjLTJFrmcRewXsWlKl06AntHx1AzO9Ld38hy2LcIO8m0BrZIuL6YMBtjCSFh0DXqQ9T/A0JC51dAtyjW1sBNZtbK3a9NY+zExa7LkvaqtBRoH71uE8WYiZyOZ2a9gX9Eb4e4+6wM40nK3XdK1lZWVlb7rZpERBqaUaNg6tTq1zfbDI45Ju/hiEgMM9huu7BrzqOPwkMPwYokk52/+ALOOw+22gqOOirUSRERSccppxQ6Akkh65kmZrY7MIaQMLHoWExIToyNzosT2jYAXjCz3bIZ1923B/4MtIwu3Qts7e5t3b2Xu/eLzm2BrYH/RuO3BI5z900IO9IMBVZGbcPNrEHPhTazJsBthITZu8B/ChuRiEgj9Mor8MQT1a+3axc+1S6ps9WzIlIbpaUweHCod7L77qmX4UyaFAo4X3YZfP11/mIUkfprr73CIUUpq6RJtF3tfwlLXgx4GhgArOnuW7r7gOjcNrr+VHRrKXBfdH9tx24fPa87cIK7H+HuE+L6uvsEd/8j8CfCkpTRZtbO3ee7+8XA4VHXpoRETE0SZ240T6N/i4TXtSm2msvx/g5sBZQDJ7p7zEJ6ERGpM59+CtdfX/36GmvAWWdBhw75j0lE0tOxY6g3dN11UFaWuu/YsXDqqWFXnlk5m9QrIiJ5lu1Mk5MJy1wcON/dB7r72LjCo9H1/anc1rYDcFIWY59KmLXynLvfls4N7n4L8Dxhyc6pCdcfBt4gJH52TeNRPya8/lWqjlFB3IrkUDlh2VCmcjKemXUHLojeXuPu79ciFhERqa3580ONhLjdNo45BnrWdpM1Ecmrrl1h6NDw3/PGGyfv5w6vvx4Ky44YAd99l7cQRaQeee65cEhRynb+777Reay7/zudG9x9mJntBWwPDASG13LsgwjJmpj5zSk9DuwZ3X9JwvVnCLNhNkzjGZ8m9OsKfJWibxfCTjYAn9Vi55xcjnc4YRaKA+Vmdl7VmyO9El4PNLMu0esx7v5OJoGLiEhkxQoYNiwkTqracUc44ID8xyQi2enVC666Ct54A+66C374Ib6fO7z0Uliat9tucPDBsO66+Y1VRIrXf6KKCVqiU5SyTZpsQvgD/MEM73uQkDTZpKaOKXSNzjHbDqRU8dtq1eTIjOi8ZhrPmExIvACUAa+l6Js4d3NyGs+uy/Es4XxOmmMfGB0QlgkpaSIikil3uOEGmDatelv37mG6v7YqFamfzMJuV/37w5gx8MAD8clRCNuLjxkDL7wAAwbA738fZq2IiEjRynZ5TkWC4fsM76tIw9e6pgmVsWdamrxblfsrVNT2SGdnm+cTXu+ZtFeQmC6s7ZyrfI8nIiK59MQT4VPmqtq1gyFDQpFJEanfSkpgn33gllvg+ONhzRSfw1Us2zntNLjoIvjkk/zFKSIiGck2aVIxyyPTHWcqlnv8mLJXatMJMyaONrOm6dwQ9Ts64f5E60TnuWk86hVgTvR6NzPrkWS8TsDg6O0yMl9KlNPx3P0Cd7eaDuDOhNuOSWgbUcv4RUQar3Hj4Pbbq18vKYFzzw2FJUWk4SgtDcvtbr011Cpq0yZ1/3ffhX/+E845J+y8U6uV3CIiUleyTZp8TEhcHJbuDWZmhNoaDkzNYuzHo/MmwL1m1jJV56j9v1QuKXq0Spc+0XlGTQO7ezlQUcPFgLui3XwSx2tOSD60ii6NdPd5SWJ71cw8Oo6u6/FERCRPpk2DK6+M/yPo5JNhs83yH5OI5Efz5nDggXDbbXDEEdC6der+kyeH4rJ//WuYmRZXMFpERPIu26TJ6Oi8pZldleY9wwlb3kLtZ14AXAVUlCA/CPjMzC4ys53NbAMzWys672xmFxGKqVbU5vgWuKbiQdGOM/sQkikvpDn+jYQddyB8PR+Y2RAzO9TM/g5MonKpzFR+WXS2NvI9noiIZOP77+Hii0MB2KoGDoTdd89/TCKSfy1awCGHhOTJ0UeHZXmpfPll2GnnmGPgvvtg4cK8hCkiIvGsdpu5RDebtQA+p3JpyzjgCuBFd0/c6rYVYSvffwDbEWZLfAts7O5Lsxi/F/Ai0JGQ8KjxFsIyl93c/aOE5/QDhkVv/+zuMZX6YsdvDzwM7JKi2yRgkLt/neI5rwI7Rm+PcfdRdTleTcxsFHBUTfFkqqyszCdMmJCLR4mIFLdFi8J0+1mzqrf17RvqmDRpUr1NRBq+FSvgxRfhkUdg9uya+5eUwE47hSU/Khor0jANHBjOo0en7idZMbOJ7l5Wc88q92WTNIkG3hZ4CWiecNkJxWGXEJaLrMMvd25ZCuzi7uOzGjyMvzYwAjiYyq1246wCHgL+5u6ZFq5NNb4BhwBHAFsSEjgLgCnA/cAd0fKaVM94lTSSJrkaryZKmoiIZGHlSvjXv8JU+6q6dYPLLgvT9kWkcSsvD1sVP/QQzJyZ3j2bbRa2JN1+exWQFhHJUMGSJtHgvYF7gN9WaXIqkyUVpgBHuPv7WQ/8yxh+DexH2HL314RkzRLCjJYJwFPu/m0ux5TMKGkiIg3eqlVw+eXw1lvV2zp2hKuugg4d8h+XiBQvdxg/Psw8SXcXndatYdddQwKlS5ea+4uISGGTJlEARkhaHAhsDawLtAEWEWqPvAM8AjztuRpU6hUlTUSkQXOH664L0+6ratkyJFM22CD/cYlI/fHpp2GL8jffhNWr07unZ0/YYw/o10+z2EREUih40kSkJkqaiEiD5R62FX788eptTZrAhRfCFlvkPy4RqZ/mzoWnn4bnnoPFi9O7p3lz2G472GUX2HxzsKqTvUWkaJ1+ejiPGFHYOBq42iZNSuoiGBERkUbloYfiEyYQtg9VwkREMtGxIxx1FBx6KLzyCjzzDMyYkfqeZcvCVsUvvRTu33nncKy3Xl5CFpEsfPFFoSOQFJQ0ERERycYjj8Ddd8e3nXhi+KNFRKQ2mjeHvfcOtUumTQszT954I34r80Rz54Zk7kMPwfrrhxko228fXouISEZymjQxs7bAXkBfQjHW1sBiQjHWd4Hn3P2nDJ85Jnrp7r5nzPXa+sXzREREMvbIIzBqVHzb4YdXbiEoIpINM/jNb8Jx3HHw8sshgfLNNzXf+/XX4bjvvjDrZLvtwrHBBlrCIyKShlztntMa+DdwHNAiRdelwK3Aee6e1gJNM1tN2IUHd28Sd702IYfHeaotiiXHVNNERBqUVAmT/feH44/XHyQiUnfc4eOPQwLlzTdhyZLM7l9nHejbNxw9e0LTpnUTp4jUrOJDltGjCxtHA1ewQrBm1hV4EdiQ6tsLx3FgOrCbu3+VxvMrSod7TNIkG0qa5JmSJiLSILjDww/DXXfFt+++O5x2mhImIpI/K1bAO++EBMrEienvvFOheXPYcsuQQOnTR1uji+SbkiZ5UZBCsGbWHBgDbBRd+gm4B3gZ+BxYArQCugM7A38E1gS6AWPMbAt3X1bDMMnS3kqHi4hIfrnDHXfAY4/FtythIiKFUFoaapZsvz38+CO89lqofTJtWnr3L1sG48aFA6Bbt5BE2WIL+O1vw/NFRBqprGaamNlZwKWE2SOvAYPdfXaK/msB9wG7RPec4+6X1zoAqVc000RE6rVVq2DkSHjxxfh2JUxEpNjMmQNvvQVjx4alPLVRWhoSJ717h0TKhhvq+5xIro0cGc6nnlrYOBq4gizPMbMJwFbAV0APd/85jXtaAlOA9YH3ahO01E9KmohIvbViBVxxBbz9dny7EiYiUuzmzg0zScaOhalTw8y52mjbNsxAqZiJ0qlTbuMUEakjhUqaLCTskDPU3S/J4L7zgIuARe6+Zq0DkHpFSRMRqZcWLoRLLoFPPolv32+/sLWwEiYiUl8sWgSTJsG774YaKIvT2p8h3rrrhlkovXvD5ptDmza5i1NEJIcKUtOEyt1r0lww+T+fVrk/a2ZWAmwNbAa0B0rdfViuni8iIo3Q11/DhRfC7CQrTw87DAYPVsJEROqXNm1gxx3DsWpVSApPmADjx8PMmZk967vvwvHss+F7YffuYQZK796w2WaqhyKSjs8/D+fu3Qsbh8TKNmnyNdADyLTEdrvoXOPuOTUxs2bAEOCUhOdWGFal76XAAcBMd98z27FFRKQBmzQJhg+Hn5OsPP3Tn8IsExGR+qxJE+jRIxxHHRWW8bz/fuWxcGH6z3KHzz4Lx8MPV9ZDqUiibLQRrLFG3X0tIvXVGWeEs3bPKUrZJk0eB3oSEhE3ZXDfIMIsk8ezGTwqLPsCsDnVtzuOm8XyOHAWsKmZlbm71oqIiMgvucMjj4QtheOWsJaUwOmnh09oRUQamo4dYbfdwuEOM2ZUJlAmTw41ntK1YkXlvXfeGWa49OoVEihbbAHrrKOZeiJS9LJNmlwHHAvsaWZ/dvf/q+kGMzsR2BP4Jro/G48DvaLXbwH3AusC58V1dvfxZvYl0BXYF1DSREREKi1ZAiNGJC/42qYNDBkSPpEVEWnozMJuORtuCIMGhSTIJ59UJkI+/zyzgrKLFoVCtGPHhvedOoWCsn37hiRK8+Z183WIiGQhq6SJu881s/2AR4H/mNn2wNXuPqlqXzPbEvgbcBjwJTDI3efVdmwzGwz0I8woGe7u50bXD6jh1heBE6J7RUREghkz4NJL4dtv49s7d4ahQ0PRQxGRxqi0NMwU6dULjjwyFJD98EP44INwzJqV2fNmz4bnnw9HSUkoJNu3L5SV6XutiBSNrJImZvZy9PJHwuyNPwB/iHbV+QL4GWgJdAMSd8n5ERhhyafjubvvWsPwg6PzxIqESZo+is6/yeAeERFpqNzh6afh9tth5cr4Pr16wTnnQOvW+Y1NRKSYtW4N/fuHA2DOnJA8qU09lPJyeO+9cNx8c0hU9+0bjt/+NiRVREQKINvvPjtRWTuk4myEBMlWVfpaQp/eKZ6Z2C+Vsqjf/ekEmmBOdO6Y4X0iItLQLFwI114btt1M5sADwyeqTZrkLy4RkfporbV+WQ/lq68qkyiTJ8OyZek/a9ascDz+OLRsGWaf9OsHffpAixZ19zWIiFSRi5Rt3HSRZFNIclnpqSLpkekOPBUJGaWrRUQas/HjYeRI+PHH+PYWLULB14pPUEVEJH1m0LVrOA44IMwkmTYtJFA++CC8Xr06vWf9/DO8/no4SkpCIdl+/WCbbWDNNWu+X0QkC9nWNCnknmFLCFsMt8zwvs7ReX5uwxERkXph4cIw9fv115P3WW+9UPC1c+fkfUREJH0lJZVbGx9+eEiEfPghvPMOTJwI89P81by8HCZMCMfIkWHpzrbbhiTK2mvX7dcgUleuuabQEUgK9Xm2xUxC0qQ3cHcG9+0SnT/NeUQiIlK83OHNN+H//g9++il5v332gWOPhWbN8hebiEhj07JlSHZsu234/jx9elgqOWECfPppervyuMOUKeG47bawy09FAqVrV21nLPVH9+6FjkBSqM9Jk5cJ2w0fZmb/cvclNd1gZr2BvQlLdF6s4/hERKRYzJ4dZpeMH5+8T9u28Je/hOneIiKSP2bQrVs4Bg8OMwInTgxJlEmTwqyUdHz5ZTjuuy/MOunfPyRQfvMbJVBEpNbMM9lbvYiYWU/gfUKdlIeBw9x9VbTl8GOEHXiaJPTfBHgW2BBYBmzk7t/nP/LGq6yszCdMmFDoMESkMVmxAh57DB58MLxOpk+fkDDp0CF/sYmISM3Ky8MynnHjQuJ7wYLMn9G+fZiB0r8/9OypnXik+IwcGc6nnlrYOBo4M5vo7mUZ31dfkyYAZjYSOJkwc2QKcC3QFrgqutYZ6AkMAo4BmkfXL3D3iwsRc2OmpImI5NXEiXDTTfDdd8n7tG4NJ54IO+2kTyFFRIqdeyggO25cOFJ9f0+mVSvYeuuQQNlySy3FlOIwcGA4jx5d2DgauIInTcysDNgT+C3QnpCgqIm7+65ZjNkEeBQYSM3bFFf8NnyPux9Z2zGl9pQ0EZG8mDkT7rgj9TbCEH5h/vOfwyeQIiJSv7iH7/cVCZQvvsj8Gc2ahZmG/fpB374hoSJSCEqa5EVtkyZZz00zs42AUcB2md5KzYmOlNx9FXCAmf0dOBv4VYru84GL3f3abMYUEZEitWAB/Pe/8PzzqQsItm8fZpdsv33+YhMRkdwyg/XXD8ehh8KcOfD22/DWW6EwbDofDC9fHvq/9VZYstOrV0igbLsttGtX91+DiNQLWc00MbO1gfeAtamcyZGJX9QdyYaZtSAUeR0AdAXWBBYDs4DXgKfcfXEuxpLa0UwTEakTy5aFuiWPPhpeJ7PGGrD//vCHP4RdG0REpGFauDBsZTxuHLz3XqiLkgkz2GyzykKynTrVTZwiFTTTJC8KsjzHzP4DnESYMTIZuAx4E/jB3VNU3JPGSEkTEcmpFSvCrJKHHqq5MGDPnmEpzgYb5Cc2EREpDj//HGpcvfVW2M44VXI9mY02CgmU/v2hSxfVwJLcU9IkLwq1PGdfKhMm27r70iyfJyIiktrKlfDCC2FHnHnzUvdday04+mgYMEC/5IqINEYtW4afAQMGhGT7++9X7sSzaFF6z5g+PRz33AOdO4fZJ/36wcYb62eLSCOQbdJk7eh8c10mTMzsKuBV4HV3X1hX44iISBErL4eXXoIHHghr11Np1Qp+//vwyU1paX7iExGR4lZaGnbO2XprWLUq1D6pKCRbUxK+wqxZ8PDD4ejYMSRPtt4aevSApk3rNn5puLp1K3QEkkK2y3O+Jmzre6i7P5yzqKqPs/r/2bvzMMnOuv777+/sk5nsk5BAgAQCyGISSCCyBEJkCQLmB0EBZYkCIm4ouPEoEHwURB/8uaAoKgRUFgVBCRL2sMmWhbBk35PJTMjs+0wv3+eP+xzqTKW6urq7qquX9+u6znWWus85d03XdFd96l4oLVrGge9SApRLMUSZV+yeI2laRkbgi18sLUvuvrt72aVL4dnPLoMCHnbY7NRPkjS/ZcL115eBZL/2telNZbxqFZx6apmF54wz4Ohu81NIGoZhjWlyMWXw1d/NzHdM+0KT32e8sdussCHKPGJoImlK9u6FSy6Bj38ctmyZvPyTngQvexkcf/zg6yZJWpgy4fbbWy1Qbr55etc56aRWgPKwh5XByCUN1bBCk2cDnwC+k5mPmfaFJr/Pa4GnUGbGaY9tDVHmCUMTST3Zvr0MhHbxxbB79+Tln/CEMiPOiScOvGqSpEVm48ZWgHLttb1NZdzu0EPh0Y8uLVFOO83ZeKQhGUpoUt34PcAFwN8Cr83M8e5nzExEPAo4mxKiPBk4pq2IIcocZWgiqav160tY8tnPlsH6JnPmmfBzP1dmNZAkadC2bCkDyH796/Dd75ZxUabj+ONLgHLqqXDKKXYnlbPnzJJhhibLgP8L/AoloHg38C1gMyW06Cozb5/h/R/OwSHKce23aGwfFKJkpq/KWWRoIuleMuHKK+G//7tMCdmL00+Hn//5MmuBJEnDsGsXfPvbZRrjyy/vrWVkJxGlK88jHwmPeERZjjqqv3XV3GdoMiuGFppUN38w8GHgMRwcUkwmM3OmM/i01+WhtEKUpwD3bb/noO6t7gxNJP3I3r3whS+UNwfr109ePgKe+EQ4/3w4+eTB10+SpF6NjcF117VClFtvndn17nOfVoDyyEfCCSc4tfFCZ2gyK4bZ0uQCSuuSpfWhKZyembl08mLTVwU6Z1MClHMpY6LEbNxbBzM0kcQtt8BnPlMCkz17Ji+/bBmccw48//lwv/sNvn6SJM3Upk0lPLnsMvjOd2D//pldb/XqMiXtgx9cvjg4+eTyN9EgZeEwNJkV0w1NZtTSIiIeD/wzraBkJ3AZcDcww98OMxcRRwOnNBbbuknSbNuzB7785RKW3HBDb+esWgXPehacd57TNkqS5pd16+Dcc8ty4EAZQPaqq0qAcsMNUx9Mdu9e+P73y1JbtaqEKA96EDzgAfDAB5b1mjX9fS6SZhaaAG+gBCbjwBuBd2RmD6P3DUZEHEsZ1+RsSsuSRzQfbmyvB74yezWTpEVmfLwMknfppfDVr/b+Ldt97gPPeQ48/em+8ZMkzX8rVpTBXk85BV760jL2yfe+VwKUq66CO++c3nX37YMf/KAsTUcdVcKTBzwA7n9/uO994bjjSpDjtMfStMw0NDmdMkbIBzPzbX2oz5RExHGUcOTsav2w5sON7ZsoIcmXKTPoTHPCdUnShDLh+uvhS1+Cr3wFtm3r/dxTTy1NUx/7WN/USZIWrjVr4Cd+oixQZuS5+urWcvPN05vWuLZlS1m+852Djy9bVr6YOO64MntPvT722BKorFljdx9pAjMNTY6o1pfMtCK9iIj7cXBI0hwNsP5fnsDVVAEJJSTZMBv1k6RFZ3y8DH73zW/C174GGzf2fu6KFWW8kuc8pzQrliRpsTnqKHjSk8oCpSvOddeVFiRXX1268+zdO/P7jI6WgdcnGnx91arSHXbdus7L0UfD2rUGK4Pyq7867Bqoi5mGJuuBB9PD1MIzERH/TAlJTmoertajwHdohSRfycytg6yPJC1q+/aVb7C++c0yU8D27VM7/+ST4RnPgCc/2S44kiQ1rV4Np51WFiitTu66C266CW68sSw33dTbYOpTsW9f91AFSmuVI46AI49srduX+viqVf2t30J37rnDroG6mGlo8llKaHI68MGZV2dCv0BpQRKUAWa/RSsk+d/MnObE6DMXEQH8LPBS4DTgGGALpbXLB4GLMnN0Lt5vtusuaZ4a9N40AAAAIABJREFUGyvfdF11VRmn5JprYGRkatdYswbOPruEJQ960ECqKUnSghNRZsq53/3Klw1QgpQNG0p4cvvtreWuu0oL0EEZHS0zA23aNHnZVatKeHL44WU57LDWdr3fPLZy5eDqLc3QjKYcjoiHUFp5jACPzMwu0eT0RcQ4JTQB+CLwGeBLwGWZOTaIe/ZYryOBjwDndCl2BfC8zLx9Lt1vtusOTjkszRv79pVvsq6/vjVa/3SaBi9bBqefXsKSxz7WN0SSJA3SyEhpKdIMUTZuLAHLrl3Drl13K1dOHKi0hy5r15YvYxbSGGiXVKNd2OJkoKY75fCMQpPqxs8H/g24HXhJZn57RhfsfI9twGHVbrPCe4BvUAKULwPfmK3ZeyJiBfA54Kzq0B3Au4EbgROAXwQeXj12NfD4zNwxF+4323WvGZpIc9CBA3DHHXDLLSUkue46uPXW6X9TFVFmCHjKU+Dxjy9vbCRJ0nDt2lXCkzpE2bgR7r4b7rkHNm8u7wfmk4gSnKxdC4ceOvm63l67FpYvH3bt7+25zy3rT3xiuPVY4IYSmkTEm6rN04HnUgKNy4FvApvpYayTzPyjHu6zhNJ95CnVchZwZPMy1Xo/8G1aIcr/ZmafO/z9qE6vBf6y2r0CeFpzLJWIWAV8HHhmdej/y8zfmQv3m+261wxNpCHau7e8SdqwoYQkt91WgpK77prZKP1QBnQ97TQ488zSouTIIyc/R5IkzQ2ZsHNnq+tNp2XLFti/f9g17Y+VK0t4csghrWXNmjKeTL3dfKx9WbOmXKOfg+IamsyKYYUmzW4zUMYcmdIFM3PpNO4bwCm0QpQnA0c3L1utRymhwJcpQcpX+9FiIiKWAXdRxgBJ4Mcz8wcdyh0L3AysoQQ698vMzcO832zXvcnQRBqQTNixo7yh2by5rDdtan2btGHD1AdrncyRR8IZZ5Sg5LTT7HojSdJCt28fbN1alm3bWtvtx7ZtK+OfLGQRJWRZubKM31KvJ9puHmvur1hRWr788i+Xa37oQ2W/Pr50yh+V1cV0Q5OZDgQLrVlsJtrvZlqJTZak56pq+WuAiHgUB4coxwLLgTOBxwG/DYxHxHdpTUX8sencnzIOyDHV9uc7hQ5VPX8YER8CXgGsBM4D3jPk+8123SX1KrN8i7N/f2kZsmdPCUN27SrfAO3cefD29u0lINmyZfBvTtasgUc9Ck49tYQkJ5zgtIOSJC0mq1bB8ceXpZvM8n5l27byXqVeduzovL9jRxl0fj7JLO/T+jWL0fe+V9YXXHDw8SVLWgFKM0ypt5v7y5a1gpb27fal13K9LEuWLPj3hDMNTZ7al1r0QWZ+H/g+8LcAEfFwWiHKU4DjgKWUbj6nAb/O9J//Mxrbl0xS9hJK8ABwLtMLHvp5v9mue8voaPlwV2tv5TRZq6eplu/lnH5cY6blezlnGPXs9Z7NpT5Wj4cx0eOdjk90Tj8fb69D+3NtPzbZ8fZzR0fLH/2Rke7bo6MlGNm3ryx797bCkpl2lemXY46Bhz0MfuzH4OEPhwc/2G87JEnS5CJa44jc//6Tl68DiF7Cle3bSyAznQHq56Px8db7xbkqYuIApt5urjsdm+ixJUumdp3meUuXlnUd6sxg4OAZhSaZ+aWZnD9ImXkNcA3w9xFxBPAq4PWUVhYzjcIe1di+fJKyzf4oj5qw1Ozdb7br3nLrrfDyl8/4MpL6bN06eOAD4aSTSlDy0IfCUUcNu1aSJGkxqAd1XbMG7nvf3s4ZHYXduzu3xt21697Hm/tz5QuqhaL+4nB0dG6HOzPQj+45c041ne6TabUyOQXo55xUD21s3zpJ2TuBMUorl4dEROTUB5Lp5/0GWveIuHSix04//PBJbidpYJYsgWOPbTWrfcADSlBy4onOcCNJkuaXZctaUxBPRd2qZffuVveayZbdu1vdpuvz5ttsQ5qRGU85PBdExDoODkkexcGtSdpblmwEvpSZL57m/bbQmr3n0MzsOvH5VMsP8n6DrnuX0OQ04BDgu93O16L2sGp93VBrobnK14e68fWhbnx9qBtfH+rG18fC8sDMPGbyYgebly1NqpldmuOVPKK9SNv+BsrsOZcCl2bm9TOsQvNr2V7aIO2lETwAUwpN+ny/gdY9M8/udLwOUyZ6XPI1om58fagbXx/qxteHuvH1oW58fQjmSWgSEcdzcEjysPYibfvrKSHJlyghyQ0Dr6QkSZIkSVpQeg5NImIQ80BlZvZSh/UcPD1xe0hyJ62WJF/KzBv7U70J7aLV+mIVk7ccWd3Y3jnk+8123SVJkiRJmpem0tIkKMHFsCZhbt73dg5uSXLzLNdlG63g4Wi6BA8RsQw4rNodBXYP+X6zXXdJkiRJkualqXbPGVZgchsHtyS5ZUj1qF0PnFRtn0ip30ROoMw+A3DDNGbO6ff9ZrvukiRJkiTNSz1Pw5uZSwawLJ38zpCZJ2XmBZl50RwITAC+39g+Y5Kyzce/P2Gp2bvfbNddkiRJkqR5qefQRAf5dGP7mZOUPbexfckcuN9s112SJEmSpHkp7HExddVYH3cBx1DGefnxzPxBh3LHAjcDayjT+56QmZuHeb/ZrrskSZIkSfOVLU2mITNHgT+pdgN4f0Qc2SwTEauA91FCB4B3ThQ6RMSlEZHVcsEg79fvukuSJEmStFDZ0mSaImIF8DngrOrQHcA/ADdSBlB9BfDw6rGrgSdk5vYJrnUp8JRq9xcy86IB369v15IkSZIkaaEyNJmBqoXGR4BzuhS7AnheZt7e5TqXMklo0s/79ftakiRJkiQtRHbPmYHM3Ao8DXgR8EnKWCEHgLuBLwC/BJzZr9Chn/eb7bpLkiRJkjTf2NJEkiRJkiSpA1uaSJIkSZIkdWBoIkmSJEmS1IGhiSRJkiRJUgeGJhqYKF4YERdHxJ0RsT8iNkTE5yPilRGxbNh11PBFxBMj4p0R8f2I2BIReyPitoj4akS8NSKeNOw6qj8iYmlEPCoiLoiIv4mIr0fEnojIarmwx+usjojnRsT/rV4nP4yIAxGxIyKuiYj3RsRPDvjpqM/69fpoXO/kiHh7RHyz+t0yUr1Gro2If4mInxrQU9EARMThEfGzEfGu6me6ufqZbo2IqyLi7yLisTO8xz82Xm9Tfs1pOKr3m0+MiN+MiH+LiCsi4o7q/cSe6j3opyLi1yLiiClc99yI+HD1nmRf9bfmaxHxWxGxZpDPSf01qNdIde1TIuLPIuLKiLin+rxzZ/V76i8i4lmDel6aPQ4Eq4FwSmNNJiLWAe8CXjBJ0asy87RZqJIGLCI+Cjy/S5G3ZOaFk1zj54G/B9b2cMtLgJdl5j09V1JD04/XR+Navw/8EbB8kqJfAH4mM7f0VEkNRUT8LuXnubKH4v8KvDoz90zxHmdTXg/RONzza07DExGrgL09Fr8HeFVm/leX660E3gu8uMt1bgKen5nf7bmiGpp+v0aqax4C/AXwKro3RNiemVMKYjT3+E2/+i4iVgD/BZxVHboDeDdwI3AC8IvAw4HHAJ+KiMdn5o5h1FXDERH3AT4PPLI6dBslZPsBsAe4H3AScO5QKqhBWdq2vwXYDDxkCtc4iVZgsgH4LPBt4IfAGsrvnRcDqyivn89Vv2Om9AFKQ9GP1wcR8ZvA2xqHvgx8kvK36Ejg0cBLKR/AzwE+GRFPysyxadZbg/dQWoHJzcDngO8Amyg/058Ezqe8hl4CHBsRz8rM8V4uHhGrgX+kBCa7Kb9LNP+sB74JXANspPxdWAn8GPAzlN8lxwAfrV4fn53gOu8DXlhtb6a8h/0esI7y+noc8GDgkog4MzPvGMzT0QD05TUSEWuBi4GnVId+CHyU8oXwDuB44AHA04H7D+rJaBZlpotLXxfgtUBWy+XAkW2Pr6J8A1yX+fNh19llVl8fAXyp8fN/O7CiS/n7D7vOLn372f8/lA+zLwBOqo5d0HgtXNjDNf4Q+CrwHGDpBGUeAdzVuO5bhv3cXWbt9XEIsLNxzi9OUO4k4M5Guf8z7Ofv0vXn+o+0PqDEBGXOavvZ/8IUrv/26pw7Kd8c9/yacxn+QvmW/xGTlFkK/F3jZ3vNBOXOa5S5DXhAh3u9p1HmP4b9/F1m9zVSlf3XRrn3A4d2KXvCsJ+/y8wXu+eor6KMU3IXJaVN4Mcz8wcdyh1L+bZoDbAfuF9mbp7Numo4IuKXKd1yAP4+M18zzPpouCLiAkozaOite86Rmbm1h+s+B/hEtXt7Zj5wJvXUcEzj9fE0SusjgG9n5uO6lP014G+q3b/IzNfPrLYalCn8v2/+TL+cmU/pVr465zHAtygfmM4HTgHeXD1s95wFJCKWU1ooHl0denBm3txW5kqg7hL87Mz8nw7XWQ1cS2lJAOW97vcHU2vNph5fI+cCn6p2P0V5nfiBeoFzIFj12zmUwATg850CE4DM/CHwoWp3JSXZ1wIXEQHUH0x2Ab83xOpoHurlg1PlU5Rm9gAPiIjDBlQlzS3HNrZvmKTs9Y1tu2PMYVP4f/8fje0fn6xw9UXPP1ECk//OzP+cRvU0T2TmCAf/Xjiu+XhEPIRWYHJDp8Ckus5eSuun2s/2s54ansleI5XfqdbjwK8bmCwOhibqt2c0ti+ZpGzzcceuWBzOAk6utv89HctGA5JlfIrmOCarh1UXzaq7G9uTjYXSfPyaAdRFs29nY7uX//O/TRnjZhfwawOpkeaMiFgCnNg4tLGtyDMb25+e5HK+h12AJnuNRMQDgadWu5dm5k2zVDUNmaGJ+u1Rje3LJyl72QTnaeF6cmP7CxGxLCJeHWXa2M3V1G+3VtPBPW1otdS8V3UBrFu97aGMhq+F72uUwUEBHhsRv9CpUEScCLyh2t1M6Z+u+a/5XuK2bgWrVgV1N5w/TAfzXNCqlq5/TKvlwHfau10wtfew3wHqwaMfUV1f81iPr5GzaM2w9YXqvBdFxGci4u5qauo7I+I/I+IFvi4WDmfPUb89tLF96yRl76T8wVkKPCQiwiZuC94Zje1NwP8Cj20r88Bq+bmI+DBlML9ep4mTar/U2L4ke5xFQ/NbZu6rxk36EOU9znuqcVEupjV7zmNozZ6znjJtqGNqLQzN//efnKhQ9UHmnygD018GvHPA9dIsqsacWFXtHkJp4fp84NTq2GbgFR1O7fk9bGaORsR6yrgmayiz/t05/VprNs3gNdJ8H3trRPwP8Ky2MvcDnlctl0bE+em09vOeoYn6rTkP+aYJS/GjPzg7KG9il1H+6OwaYN00fM2+oe+k/JHaQXnzejnldXAW8HJgOWXKvxWUP2RSTyLiQbRaEQD86bDqotmXmR+t3hD/DWV6+ydzcCs3KOPd/AHwXt/MLgwR8QSgblm0D/jLLsV/ifKaGAN+KZ1ueqG5CLhPh+MHgP8Gfjczb+nweM/vYSubaQ0GewSGJvPJRUzvNdJ8H3sh5X3sfso01V+j/E45A3glsBY4G/hURJyVmQf6VHcNgd1z1G9rG9v7eijfbEFwaJ/rormn+YbkZMo3Oadk5usz8wOZ+f7MfBXwREqYAvC8iHCQNfUkItYAH6N8cwTwt5n57SFWScPxReA3gKsneHwN8DrglTafnv8i4jjg32m9r33jRN1tIuJ+wJ9Vu3+VmVfOQhU1N1wLfA744QSP+x5Wk71G2t/HbgUen5mvrt7D/ltm/hZlQOH1VbnHAb85qAprdhiaSJpN7b9zfikz79XvvPqQ+weNQ68daK20IETEUuADlClDAa6gDPSoRSQijgEupUw9fAzwq5Qufyuq/fOBq4D7Am8H/qUa/E/zUBWU/helSTyUbjnv6HLK3wGHAbcDbxps7TQMmXlcZgblPcfhlC9i3gU8Evh74JsR8eDJLjPYWmqYZvAaaf9b8XudgtdqgNhfbhz6jb5UXEPjmwT1W7N7zaoJS7U0R7ffOWEpLRTNn/FtmfnZLmXfC4xU22dGxNouZbXIVR96LwJ+ujp0HfCszOzl20ItENUH6K9SuvltBs7MzL/LzNszcyQzN1XTyv4E8PXqtJ8HXjOcGmsmImIVpSn946pDXwNeONH4aFWrxfp3xK9m5u5O5bQwZLEjM/83M38FeDal+8Qjgc9Wvy+amu9he5l9yfew89w0XiPNn/M+4F+6XP6TtFqb3C8iHt6vemv2GZqo37Y1to/uVjAillG+7QEYpfQx18LWfH1c0a1g9Wb2ump3KQdPASf9SNW94h+Al1SHbgJ+MjMnal6rhetXaQ3m+OcT9EmnCtNe1zj064OumPorIlYA/wmcUx36FvBTEwUhEXEU8NfV7n9k5sWDr6Xmksz8NCVcBzgJeFlbkZ7fw3Yos23CUpo3pvgauabbFzNVeNtshTJZ6ybNYQ4Eq367nvJLBsqH3G5T/p1A+TAMcIMz5ywK19F6g7u9h/LNMof3vzpaIN5JGXQNyu+cczJzfZfyWrie3dj+3CRlv0n5Znkt8LCIODwze/m9pCGLiOXAf9CateJK4NzM3DHxWTyX1sCP90TEH05Qrjlo8JMb5b45SetIzQ+X0JoV5WxKl4za9cBTq+0TgS9NdJHqi7+6S9huWi0KNP91e41c19j2fewiYmiifvs+8Mxq+wy6/MHh4Gm7vj+wGmku+W5j+7AJS7U0/8D4YUb3EhF/CfxKtXsnJTC5fYhV0nDdt7Hd7QM0mZnVDG51179D8PfMnFd9WP0grW423wOenplbJzu1sf0rE5Y62FNpfYj+K8o4OZrfmt0rjmh7rPle9AzKjCgTOY3WF39X+8XfgtLtNeL72EXK7jnqt083tp85Yani3Mb2JQOoi+aeTzW2H9OtYNWP9GHV7gjQsZm9Fq+I+DNagwRvoAQmNw+xShq+ZlBy/24FI2I1ZWDYmlMPz3HVYM//QhnMF8rsSE/LzM3Dq5XmmZMb2+3TCvseVtD9NfIlWsMJPKIaV6mjquvwoxuHru9P9TQMhibqty8C91TbT4uIR3YqFBHHAi+qdvdRRr7XAlfNlFMPvnhiRDy9S/FfAJZX2191wD41RcQfA79T7d5NCUxuGGKVNDc0vyl+0YSlivNp/Y75XmbuH0yV1A/VYM/vofVzvZ4pjF2UmRdlZky2AG9pnPaWxmNOGTrPVa+hVzQO/W/z8epvSD0GxUMi4ll0UH1QflXj0L/3s54anh5eI3spg09DmfDipV0u92xaXbhuyUxDk3nM0ER9lZmjwJ9UuwG8PyKObJap/ti8D6hHpH6n3xItKs1+5O+OiAe2F4iIM2i9jgD+fOC10rxRjTFQT0l9D+WD07VDrJLmjg82tl8RES/pVCgiTgX+snGo2wwIGrLGYM/1oIw3Ak/NzI3Dq5Xmioj4zYj4iUnKHAr8K61v/rcAH+pQtBmavSsiHtB2nSXA3wL18Y9kpl3M57gBvEZGq+23R8RpHa71IA4eC8X3sfNc2AVP/VaNaP85ypSPAHdQ3uzcSBn89RVAPe3W1cATHHxvcYmIv6M1xecO4J+AyyjjLJ0FvBxYUT3+j5n5S7NeSfVdRJzEwd/gAJxCGaAR4CvAl9se/2hm/mj0+Yh4FfDuxuNv5uA+xhP5ama2N7PVHNKP10d1nY8B/6dx6DPAxZQuXIcBTwFeCKysHr8KeHz1DaLmoIh4K/CGancEeD3lvcVkPpOZe6Z4rwspv1egtDS5cCrna/ZFxMeB84AbgM9TWpxtpkwdewylO/DzgKOqU0aBn83Mj01wvQ9RfkdA6Z7xD9U1j6YEd/UU1xso05r38lrUEA3gNfK7wNur3f2UGXe+Vl3vDEpLpHq8rE9TZvYa7+uT0qwyNNFAVK1LPkJrppROrgCe56CNi0/1Tc1fAr/GwYPztXsn8FtVCybNcxFxNqUL31T8QmZe1LjGRZRQbaqempmXTuM8zZJ+vD6q66ymBGsdW5m0+SLwc7ZYmNsi4lJK2DVVJ2XmrVO814UYmswrjQ/EvbgZeHVmTji7VkSspHwI7tbF7ybg/My8qtd6anj6/RqprvkGSquT5V2KfQR4+VTDW809zp6jgcjMrRHxNOBnKf39Hg2sA7YCP6A0d3uvH4YXpypt/42I+ADlm+Wzac16sZ4y0Na7MvOK4dRQ0nxVtRh5aUT8DSVgewJl+tBDgb3AXZTphj8IXOKsF9K893JKK9WzKa1AjgeOpcyItZPSKulKylgUF2fmgW4Xq8Y3enFEvA/4ReAnquvtpLRU+A/g3Y61Nq/09TUCkJlvi4j/An4JeAalNf1yYCOl1cl7MvMLfX8mGgpbmkiSJEmSJHXgQLCSJEmSJEkdGJpIkiRJkiR1YGgiSZIkSZLUgaGJJEmSJElSB4YmkiRJkiRJHRiaSJIkSZIkdWBoIkmSJEmS1IGhiSRJkiRJUgeGJpIkSUMUESdGRFbLRcOujyRJajE0kSRJWmQi4l8bQc0Leyi/IiK+3DjnwxERs1FXSZKGydBEkiRp8XkbkNX2G3oo/8/AWdX214GXZ2Z2KS9J0oJgaCJJkrTIZOYPgE9Uu6dGxLMmKhsRbwZeUu3eDJyXmfsGXEVJkuYEQxNJkqTF6W2N7Y6tTSLi54ALq91twLMz854B10uSpDnD0ESSJGkRysxvAJdWu2dFxBObj1f776l2R4DzM/Pa2auhJEnDZ2giSZI0h0XE2Y0BWC+sjj0gIt4REddGxO6I2BYR/xsRvxIRy6Zw+Y6tTSLiwcDHgZXVoVdn5hdm+lwkSZpvpvJHVZIkSUMWEecCHwSOaHvo8dXyfyLiuZm5f7JrZeZnIuJy4HTg2RFxCnAH8ElgXVXsrZn53r49AUmS5hFbmkiSJM0fpwEfpbQA+QfgAuDFwDuA3VWZpwN/MIVr/mlj+43V9R9W7f878IfTr64kSfNbOFucJEnS8ETEicAt1e77MvOCtsfPBr7YOHQ78LTMvKGt3OOAr1FaEm8Fju+ltUlELAGuphWU1L4OnONMOZKkxcyWJpIkSfPLS9oDE4DM/Bbw4Wr3SOBxvVwsM8eBt7cddmphSZIwNJEkSZpPrszMr3R5vDlY6yOmcN3Rtv1XObWwJEkOBCtJktRVRLwSOKEf18rMC2d4iW9M8vj6xvaRvVwwIs4C/rHt8E9zcAAjSdKiZGgiSZLU3SuBM/t0rQtneP6mSR5vjmGyarKLRcRDaU0tnMBe4BDgVRHx/2bm5ulWVJKkhcDuOZIkSfPHeL8uFBHrgP8BjqoO/SHwZ9X2IcBv9OtekiTNV4YmkiRJXWTmT2Rm9GMZ9nOpRcQq4L+BB1eH3puZbwX+GthVHfu1iFg7jPpJkjRXGJpIkiQtIhERwPuBx1eHPg+8GiAztwL/UB0/qj4uSdJiZWgiSZK0uLwd+Jlq+2rg/MwcaTz+Dlpjo/xWRKyYzcpJkjSXGJpIkiQtEhHxauB3qt27gWdn5vZmmczcAFxU7d4PeNmsVVCSpDnG0ESSJGkRiIhzgXdWu3uBn87MWyco/mfAWLX9uxHhe0ZJ0qLkH0BJkqQFLiJOBf4dWEaZgefnM/NbE5XPzJuBD1e7DwHOH3glJUmagwxNJEmSFrCIuB/wSeDQ6tDvZObHejj1bUBW278/iLpJkjTXGZpIkiQtUNWUwZ+kjE0C8K7M/Itezs3M7wOfqHYfExHPHEAVJUma0yIzJy8lSZIkSZK0yNjSRJIkSZIkqQNDE0mSJEmSpA4MTSRJkiRJkjowNJEkSZIkSerA0ESSJEmSJKkDQxNJkiRJkqQODE0kSZIkSZI6MDSRJEmSJEnqwNBEkiRJkiSpA0MTSZIkSZKkDgxNJEmSJEmSOjA0kSRJkiRJ6sDQRJIkSZIkqQNDE0mSJEmSpA4MTSRJkiRJkjowNJEkSZIkSerA0ESSJEmSJKkDQxNJkiRJkqQODE0kSZIkSZI6MDSRJEmSJEnqwNBEkiRJkiSpA0MTSZIkSZKkDgxNJEmSJEmSOjA0kSRJkiRJ6sDQRJIkSZIkqQNDE0mSJEmSpA4MTSRJkiRJkjowNJEkSZIkSerA0ESSJEmSJKkDQxNJkiRJkqQODE0kSZIkSZI6MDSRJEmSJEnqwNBEkiRJkiSpA0MTSZIkSZKkDgxNJEmSJEmSOjA0kSRJkiRJ6sDQRJIkSZIkqQNDE0mSJEmSpA4MTSRJkiRJkjowNJEkSZIkSerA0ESSJEmSJKkDQxNJkiRJkqQODE0kSZIkSZI6MDSRJEmSJEnqwNBEkiRJkiSpg2XDroAWj3Xr1uWJJ5447GpIkiRJ0txx441lffLJw63HAnf55ZdvysxjpnqeoYlmzYknnshll1027GpIkiRJ0tzx3OeW9Sc+Mdx6LHARcdt0zrN7jiRJkiRJUgeGJpIkSZIkSR3YPUeSJEmSpGGxW86cZksTSZIkSZKkDgxNJEmSJEmSOjA0mcMi4vSI+P2I+M+IWB8RGRHZw3krI+KNEXFtROyLiLsj4oMR8ZAu5/xYRPxLRNwVEfsj4vaI+PuIOK6/z0qSJEmS9CO/+Ztl0ZzkmCZz2xuB86ZyQkSsBD4HPAnYAPwXcCLwIuA5EXF2Zl7eds5TgU8Aa4Brga8DjwBeDTwvIp6QmTfN7KlIkiRJku7lJj9qzWW2NJnbvg78EfBc4DhgrIdz3kAJTL4OPDQzX5iZZwKvB9YC/xYRS+vCEXEI8EFKYPJW4BGZeT4lNPkT4Fjg/X17RpIkSZIkzROGJnNYZr49M9+cmRdn5t2TlY+I5cBrq91fzcxdjWv9BfBd4GHATzdOez5wH+B64E2ZmVX5BN5cHX9CRJzVj+ckSZIkSdJ8YWiysDwJOAK4KTOv7PD4R6p1MzQ5vVp/OTMPaslS7X+l2p1SNyFJkiRJkua7eR+aRMTSiHhURFwQEX8TEV+PiD31oKkRceE0rhkR8cKIuDgi7qwGRt0QEZ+PiFdGxFwdC+bUan3FBI9f0VYOSrccgC0TnLO5Wj96BvWSJEmSJGnemasaI7m+AAAgAElEQVQf/qfi3yldTPoiIo6ktMg4p+2h46rlHOA1EfG8zLy9X/ftkwdU6zsneLw+/sDGsXuq9YkTnHNSh3MkSZIkSVrw5n1LE2Bp2/4W4IbpXCgiVlBmm6kDkzsoM9i8GPgd4Jrq+GOAT0XEYdO5zwCtrdZ7Jnh8d7U+tHHsS9X62RFxbLNwtf9THc6RJEmSJPXDM59ZFs1JC6GlybcoYcblwOWZeUtEXAC8dxrXeg1QD3h6BfC0zNxaPxgR7wQ+DjyTMrvMGylhykEi4t9ojRXSqzdk5semUeeDbl2tcwqPfxa4DDgDuCQiXgP8AHgk8HfAyqrc+AzrJkmSJElq92u/NuwaqIt5H5pk5lv7cZ1qnJI/qC8LvKwZmFT32hcRLwNupowF8usR8aeZufngq/FAyiw1U3H4NKrdbme1XjPB44dU6+asOhkRzwcupoxb8o1G+R2UYOhtwEH/FpIkSZIkLXTzPjTpo3OAY6rtz2fmDzoVyswfRsSHgFdQWmGcB7ynrcyTBlnRLuoxVk6Y4PH6+G3Ng5l5R0Q8hjKrzpMo3XyuBz4AnF0V6/jvIUmSJEmagRtvLOuTTx5uPdSRoUnLMxrbl0xS9hJKaAJwLm2hyRBdVa0fM8Hjj2kr9yPV9MIfq5YfiYinVZtf7EcFJUmSJOlHMjuvJzvWbXu65TrtT7fMVI7X3XM+8IHu50znPlM5p9f9zHv/m/b62ETXmei89sfbl07X67REMF0DD00iYjnwIOBIYEVmfnnQ95ymRzW2L5+k7GUTnDdsXwW2AQ+OiEdn5pVtj7+gWn+il4tFxH2BF1K6/Xygb7WUJEmSFrJMGB/v/iGu2wfAXvbbH6uX5n071WF8/OBz28vU+9Aq2+k6E91/qh90BVurkRC+9a3ez4kYzr9ht/Ch/bHmfrfHOh2f6NyJrjPRurZ9e+f79WBgoUlEPAN4HfBkWoOJZvs9q4FHHw2sz8y3DKo+PXhoY/vWScreCYxRZu55SERE5vD/12fmSET8NfAm4J0R8YzM3A0QEa8DTqF0u/nv5nkR8Sjgxszc1zj2AOCjVGO3ZOa2XuoQEZdO9Njpp091bFxJkiRpGsbHW0sdBPS6PzoKY2NlPT5etuuluV+Xb98e1seC9g+W3T5ENo9N9PhkH0IjYMmS7mU6Pdat7GK1svq4fMwx3ctp+nbunLzMBPoemlQDqr4beHl9aJJT7gL+FsiIeF9m3trvOvXoiMb2pm4FM3M0InZQWs8sowQLu7qdMx0R8WzKQKy1pdXx5mCt/5SZ/9TYfyvwk8ATgRsi4iuUgWnPpEw5/HOZOdp2q98GnhcRlwMbgftQxjZZAbwjM9/Zv2clSZIkce8AYqL16CiMjJR1c6mDjWaoUQcd01WHBXUg0NyGg49FwPLlsGLFvR+TtGAMoqXJu4ALqu3twP9QWpo8f4LyFwNbKAHEecBfDaBOvVjb2N43YamWvZQ6AxzKAEITysC0Z3Y43jx20Pgrmbk/In4S+D3g5yn/pjuADwNvyszrO1zv48BxwKmUsGQb8GngbzLzs1OpcGaePdFjZ5xxxtBb40iSJGkGmi0qJmqBUYcc9XLgwMHH6tCj1xYZdWjRXJqhxtKlJbyA1uOS1Cd9DU0i4omUAVIT+Azw4szcFhHnMUFokpljEfEZ4EWUrjzDCk3mnMy8CLhoGuftB/6oWnop/3FKcCJJkqSFqFO40R561AFHM+hoDzzaB2qcqDtGe8ixdGk5vnIlrF7dCjwkaY7rd0uTV1brO4HzM3NPj+ddQQlNHtnn+kzFLlotR1YxecuR1Y3t6XeQkiRJkibT7IrS7JJSt9rYv7+EGvW6Dj/qwKMX7SFHvV13QamDD0laRPodmpxFaWVy0RQCE4AN1fr4PtdnKrbRCk2OpktoUo3bcli1O0oZK0QdRMSFwJsBjj9+mD9eSZKkOSCz87gcdfCxb18JPPbvL8uBA2Xp1pWl7qLSHnbYqkOaH173umHXQF30OzSpPxX/YIrn1WOIrOpjXabqeuCkavtE4LYuZU+gGpQVuGEuzJwzV2XmhcCF4JgmkiRpAaoHKm0frLQOQOrwo17au7g01aHHsmWt7UMOgUMPNfSQFrL733/YNVAX/Q5Nxqr1VEdfWletpz958sx9H3hmtX0G8KUuZc9oO0+SJEkLRT2+R3Pg0gMHYO/eVhhSLxN1fYko4cfSpa0gZM2aspYkzRv9/q29EXgw8NApnvf4an17f6szJZ8GXl9tPxN4R5ey5za2L5mwlCRJkuaOzNZYH/W4H/v3w549JRCpl4mCkDoEWbasLIceWvYlaSY+/OGyfuELh1sPddTv0ORrwMnAz9DjzC0RcSzwAspYKN1adwzaF4F7KNP8Pi0iHpmZ9+pmVNX3RdXuPuC/Zq+K849jmkiSpFlTByH1sncv7N5dlj17SkDS3jWmbhGybFkZ8NQgRNJs+8Y3ytrQZE7qd2jyIeDlwCMi4g2Z+bZuhSNiNfBB4BBKaPL+PtenZ5k5GhF/AvwlEMD7I+Jpmbm1LhMRq4D3AWuqQ+/MzM2zX9v5wzFNJElS39Szw9QtROpApF7Gxg4uX8/8snx5GRB17VrHBpEkTUlfQ5PM/HREfBF4KvDHEXESHbq5RMRa4LnAmyhdeRL4cGZeNdV7Vvd4RdvhUxrb51Sz3TR9NDOv7HC5dwHnU2YBegxwVUT8A3AjZfDXVwAPr8peDfzxVOsrSZKkCTRDkQMHYNeustShyPh4KZfZaiFShyJHHFFCEkmS+mgQI1G9EPgG8CBKyPAK4ED9YETcBNyf1uwzAXwXeNU07/dA4A+6PH5WtTTdCNwrNMnMAxFxHvAR4Jyqnp2CkSuA52XmMAeulSRJml/qMUXqmWR274adO8vSqaVIMxQ58khDEUnSrOt7aJKZmyLiscB7gPOqwysprUmgTOfbbBf5UeAXM3N3v+syHZm5NSKeBvws8FLg0ZTZfbZSplL+EPDezBwdXi0lSZLmsLGx1uwye/bAjh2wfXtpNTI+3mopsmQJrFhhSxFJ0pw1kDnPqnFAnhcRj6YED2dRwpLDgV3Aesqgr+/PzG/N8F6XcnAIM2OZmcCHq0Uz4ECwkiQtYHU4sndvCUS2by/Lnj2tMhElGFmxwtYikqR5Z6ATxVfjhnQaO0SLhAPBSpK0QIyMlDBk927YuhW2bSvdapqtRlauLOHIMccMu7aSNH+ccMKwa6AuBhqaSJIkaR4aHS0Bya5dsHkzbNlSWpNACUiWL4dVq2DdOmejkaSZev3rh10DdWFoIkmStNjt21cCkm3b4Ic/bLUggdJ6pJ6uV5KkRaavoUlErAR+lzLGyKcy89s9nPNY4FnAOPCnDrAqSZI0QOPjpRXJzp2waRPcc0+Z0QZg6VI45BA4+mhbkEiSRP9bmpwPvAUYAf6xx3PuoEwZvAy4hjKbjhYIB4KVJGnIxsZag7Tec0/pblPPYLNqFaxZA4cfPuxaSpqr6lZnma3t5vFO5bod66VMe/lu5/W6P9ljMznWTS/P/S1vKes3v3ny60/27zTdf4ep/By63Wein/lk9+j2M28vP9H53eq+bVvn6/eg36HJs6v1FzNzQy8nZObGiPg8cC7w0xiaLCgOBCtJ0izLbHW1ufvuVkiyZEnpZuMMNtLUZLaCRmhtd1rq8r0ea16r/brj461yzfu216HT9Tvda6p1m2o4sJhEdP73meh4/dhE6hnHbr556uf2aqJrTOXancr2en4v5drLTLbf7RoRB5dvzuo2Rf0OTU4HkjKd8FR8mRKanNHn+kiSJC18+/aVliR3313GJBkZKW8W7WqjhaIZKoyPH7zdKXRobo+Nlf2xsbI0j9XH6+16vy4zyPCg+f+y+UGv02OdynZ6fKIPtXVQOlm5ycpoMJZVH8uPOGK49VjIZvB67ndoUs+VdOsUz7utWt+/f1WRJElaoMbHYceOMibJhg2lZQmU7jaHHVbGJpGGpT10mGg9Otpa6kBjbOze+3X56Wj/1rk9QGjfX7q0zA7Vfo6kRavfoUl9vbEpnle1PWNlH+siSZK0cBw4UFqTbNhQWpSMjpYPeGvXwrHHDrt2mq+aLTfal/ZWGXWY0Vx3Cj561QwtlixpbdfHV1YfDepjkjQE/Q5NNgPHAQ+c4nkPqNZb+1sdSZKkeWzPnjI2yfr1ZWySevDWww+3NcliV4cZza4n7aHH6GjpqtUp4KiXetyMyTQDjk7rVatKOV+XkhaYfocmVwPHA88F/nwK5/10tb6+z/WRJEmaP+pBXO+5pwQlu3a1xiZZt85v2xeaZvDR3ppjbKy0LqqDj+bSa9jRKeBohhzNrimSpI76HZp8BvhJ4IkR8YLM/MhkJ0TEzwBPpAwge0mf66Mhc8phSZImUQcld98Nd9xRBnW128380xxotBl8jI6W8GNkpLWul+ZAoxMN7rl0qWGHtNA9/enDroG6iOzjaNARcQRlENhDgX3Ab2TmP3cp/0rgr4DVwE7gQZm5uW8V0pxyxhln5GWXXTbsakiSNDfs2VNalNx2G+zeXT4cH3ZYaxBKDVd7q4+6O8vICOzfXwKQZhgyOjpxS6AlS1rhRzMEsSuLJM2OW28l3vjGyzNzyjP29rWlSWZui4jXAu8FVgHvjojfBy4GrgF2AWuBhwPPAR4EBKWVyW8ZmEiSpAVt//4yNsltt5WxSmxRMvs6jeuxf38rCNm3r2x3GtA08+Dwo17WrDEAkaQFqt/dc8jM90XEOuBPgaWUYOQ3JigelJl2fi8z39PvukiSJA3d6Chs3Vq63tx9dzl26KEGJf1Wjw/S7P5ShyDNpVMra0MQScP03e+W9SmnDLce6qjvoQlAZr4jIv4XeAvwtImKAZ8GLszMbw6iHpIkSUORCTt2wF13lbBkbKwM5nrMMQ7mOl11INLsIlMHIXv3tgKR5vggdRiybFmr+5NjgUiaaz772bI2NJmTBhKaAGTm14FnVK1OngScABwG7ADuBL6amZsGdX9JkqRZt38//PCHcMstZZyS5cvhiCNstdCL5iwxzRYidSAyMtIqm1nCjzoMWbasTMNsICVJ6rOBhSa1Khj5+KDvI0mSNBR1q5I77oA77yzH7H5zb5mtgVPrViJ795Zwae/eMvBqeyuRZcvKsnp1GftFkqRZNvDQRIubUw5LkhasAwfKGCV1q5IVK+Doo+3+0Zxdpg5F9uwp283uM81Q5NBD/XeTJM1JhiYaqMy8ELgQypTDQ62MJEkzlQnbt5dWJevXl2OLtVXJgQOtWWd27SrL7t0HzzqzZEnporR8ud1nJEnz0kBDk4i4H/AI4EjKFMSTysz3D7JOkiRJU7Z/f6tVyZ49i6tVyfh4qzvN7t2lK9LOnQeHI8uWlX8TZ52RJC0wAwlNIuIC4LeBh0/x1AQMTSRJ0tywcyfcfntpWQJl9pWF3KokswQke/eWcGTHjhKU1OONLF0KK1cajkiSFo2+hyYR8R7g5fVuv68vSZI0UOPjsGUL3HwzbNpUQoKF2qpkZKQ17sj27bBtW3n+0ApIDjvMbjWSNEivf/2wa6Au+hqaRMSLgAsah74GfAFYD+zv570kSZL6amSkdMG56aYSIqxZA/e5z7Br1T+ZpYvNnj2lBcmWLWU/oiwrV5YZamxBIknSj/S7pckrq/UB4EWZ6VTDkiRpbtuzp3S/ue220srisMMWRlgyPl6e265dpQVJ3Yoks4w/snIlHHLIsGspSdKc1u/Q5DTKuCTvNTCRJElzVj0Lzi23wMaNZSDTI46Y360sMlshydatJSQZGyvdilascFpfaaGqp/Kutycq023da/lOZbqdN93Hp1unbuW6XbtbuV7Pm8rj7ccuvrisn/OcictMdp+plpvsvF5/5lOpR/PYTP9dO5Xt9hzuvrv367Xpd2hSf13x5T5fV5IkaebGxso4JTfeWEKT1avhmGPm75gd+/a1QpItW2B0tNXVxpBEurc6YKg/TNWtr5ofuupxfdrLdtqvz29ep3l+vV0/3ukeze2J7tM83n5sMZnsd3Uvv8s7lenX34DpXueHPyzrnTv7+/eo12sN+2/gZD+Tieo3leMjI1OvV6XfocldwEk4AKwkSZpLDhyADRvK4K779pVAYT52wRkbK+OtbNsG99zTGpPE6X41H3ULHZrBQftjY2Nlu16Pj7fKNI8195vH+qX+YNZcd/qg135sog+IdcjZ6bxu99X8V//sV68ebj3UUb9Dk89TxjU5DfhAn68tSZI0Nfv2lSmDb721fFg67LCyzCf795dvHzdtanW5Wbq0jEfimCSaDc1go24V0SmMqEOK0dFW2Ym26/Onqg4dOgUMzZZV9f6yZfc+V5KmoN+hyV8CLwN+MSLenpmb+3x9zTMRcSHwZoDjjz9+uJWRJC0e+/aVoOSWW0rAMJ/GK8lstSbZtKls2+VGvRoba607teRotsAYHS3rOsSo1/VS709FM9ToFHAsX946boAhaR7oa2iSmddExGuAfwI+HREvyMxb+3kPzS+ZeSFwIcAZZ5yxyDpdSpJm3f79pWXJTTeVD2rr1s2PkGF8vIxNsnlz6XYzMlLqvXo1HHXUsGun2dLsdlK3yGh2PRkdbQUd7eu6JUevuoUbzRYa8+H/jyQNUF9Dk4h4GTAO/AfwQuDaiLgY+AawqXqsq8x8fz/rJEmSFoGRkTJt8I03lv2jjpr7LUuaQcndd5cPvsuXly43c73umljdmmN09N4BSDP0GBm5dwgyWXeVJUs6hxy23pCkgel395yLKFMOU61XAM+rll4kYGgiSZJ6MzYG69fD9deX7SOOOHgMg7km8+CgZHS0fOBdu9agZC6qQ4/27irj42Vw4fbwY2Ske3eWZtjRDEBWroRVqww8pMXqIQ8Zdg3UxSDeVbT/tve3vyRJ6q/MMkXj1VfD3r2lZcny5cOuVWf1GCVbt8LGjeXD9rJlznYzLO3jdtStPEZGWsuBA60gZCLN4KNeVq+2O4ukqTvzzGHXQF30OzT5hT5fT5Ik6WBbt8I118D27XN7Npx9+0pdN2wowc7SpSUoWbt22DVbmNoHN61Dj/37Swiyf3/3liBLl5bAY+nS0uJj1SoDEElS3weCfV8/rydJkvQju3aVbjgbN5bg4dhjh12jexsdLbPebNxYQp0lS8oYJQ7mOjP1IKidwpA6EOk0JkhECUHqQMSWIJLmos3VpLNHHz3ceqijOdzpV5IkifKB+OabyxTCK1bAfe4z7BodrO5+c889rQFdDUqmphmGjI62gpB6GRm59zl1q5ClSx0TRNL89qlPlfVLXjLceqgjQxNJkjQ3jY3BnXeW1iXj43Nv+uADB1rdb3bvLuOUOKBrZ81QZGSkBCH79pXlwIHy820yEJEkzREDD00iYjnwIOBIYEVmfnnQ95QkSfNYc5DXfftKi425MiPO+Djs2FFalNTNqW1VUoyPt2aSOXCgjONSByPtLUXqQGTp0vLvN5fCMEmSGgb2DiQingG8DngysLI6nO33jIjXAI8G1mfmWwZVH0mSNA9s3w7XXlsCicMPnzuDvO7dC5s2lVYlIyOl9cMRRyzO1g/1NLsHDpRAZM+e8u8zMnLwmCLLlpVl5coylogkSfNQ30OTiFgGvBt4eX1oklPuAv4WyIh4X2be2u86SZKkOW7PHrjxxtIdZ82auTFuSd2q5K67SjecpUsXV/ebzFY4sn9/+Rnt2VOCktqSJa1wZNWq4dVVkqQBGURLk3cBF1Tb24H/obQ0ef4E5S8GtlC675wH/NUA6iRJkuai/fvLAK833wzLl5cZcYbdemNkpLR0ufPOUr9VqxZH95t6rJG9e8sYLTt3tsYaiSjByPLlc6f1jyRJs6CvoUlEPBF4BaUbzmeAF2fmtog4jwlCk8wci4jPAC+idOUxNJEkaaEbHS2hxA03lBYNRx89/BYcu3eXsUo2biz7a9eWVi8L0dhYa7yRnTvLcx8dLY9FlFmKHGtEkqS+tzR5ZbW+Ezg/M/f0eN4VlNDkkX2uj4YsIi4E3gxw/PHHD7cykqThGx8v44Jcd11p1TDsQV7Hx8s4KnfeWdZ1S4phBzj9ND7e6mKza1cJSfbvL49FlOe8apUBiSQNy7OeNewaqIt+v0s5i9LK5KIpBCYAG6q1n6oXmMy8ELgQ4IwzzsiuhSVJC9umTWVGnF274Mgjy0Cvw3LgQKnP+vVle/Xq0tplIRgba3Wz2bnz4G42y5aVViR2sZFmT2b5P5g52KV5j/q+9Xqi45M9PtmxmZxT/16a6j3at2e6389rDfra3Uyl7FTOmc51Z/u8Xs7ZuXPq1630OzSpQ48fTPG8ekQxRxCTJGmh2b27tCzZsKHMODPMQV537SpdcO6+u7SyWLu2LPPZ+HjpZrN3b2kts2tXeQNpNxstZJklIKyX8fGD1/V283inpQ4bOi31efW9upWd6Nr1eZKGa2xs2qf2OzSpazLVv8zrqvX2PtZFkiQN0+go3HJLGbdk5Uo47rjh1KPZBWfHjtId5fDD52+QkNmazWbHjlZLkjokWbNm/j43zW910DA62lrq/fbjnY41y3YKQNq3pYVi69ayPvLI4dZDHfU7NNkIPBh46BTPe3y1vr2/1ZEkSUOxeTN897ul68u6dcMZI2R0FLZsgdtvLyHD6tXzdxac0dHSkmTHDti2rTVoqy1J1Ktmy4yJQouphBydtg0ypOnZU41sYWgyJ/U7NPkacDLwM8Af9XJCRBwLvIAyFsqX+lwfSZI0mw4cKF1xbr+9dMUZxtgZo6NlvJLbby/T6M7HWXAyS0iyZ08JSXbvLseXLXPQ1sVkbKy8hg8cKOt6GR2997rebt9vbttNRJKmrN+hyYeAlwOPiIg3ZObbuhWOiNXAB4FDKKHJ+/tcH0mSNFvuuae0LhkbK+OWRMzu/cfGSlhy223lQ+Khh5ZlvhgbKyHJ9u0lKBkbK/+GK1eW5zHb/56amczyOmwGHgcOtPab6/Zj9Xbdokjz35Il5f9wv5b6etD5sebxeru9bKcyE21Pdo3J7tfvx2v93B/mtT/2sbI+77zeyvdqkOfNZp36ca8bb4QPfnBal+lraJKZn46ILwJPBf44Ik4C3tFeLiLWAs8F3kTpypPAhzPzqn7WR5IkzYLRUbj+erj11jJWyKpZHtd9bKx0B7rtttIN57DDyrgl88HoaGlFsnVr6XqTWVqTrF5ta5K5IrOEGPv3t6Zubl/XS/P4yEhrdhANxtKlrWXJks77S5ZMfYko59YBRL3U15vo8W7XM/RUN3UX1vkU9M83y6YfffS7pQnAC4FvAA8CXlEtB+oHI+Im4P5A3bk5gO8CrxpAXSRJ0iDt3AlXXlm6khx77Ox+MBgfL2OW3Hpr+aB66KHzYyackZGDgxIoY5OsXesHq9lQD6S7f3+ZdWiipQ4/Dhww/JiKZctay9Klnbfbj3Uq10sY4v8XSbOg76FJZm6KiMcC7wGq9kWspLQmATiREpTUPgr8Ymbu7nddJEnSgGTC+vXwve+VgUjXrZv8nH7ee/v2Epbs3j0/xiypg5LNm8uUwFCCErvd9M/YWAnv6rFg2rfrkGT//sUbgtTBQy+hRrf9iR6rW19I0gIyiJYmZOZW4HkR8WjgpcBZlLDkcGAXsJ4y6Ov7M/Nbg6jDQhARpwNPBx4HnAncFyAzJ/xrNJ1zqvNWAr8L/DzlZ7Ud+ALwpsy8YYZPRZK0kIyMwLXXloFW162bUZPXKduxo3TD2b69hCVzeTacsbHSEqe9RYlBydRklrCjGYC0r/fuLWUWmnoa6eXLW+tly8q63q73m9vNcu3hhqS5Zy7/LdNgQpNaZl4JXDnIeyxwb6TVWmdg51SByeeAJwEbgP+iBCcvAp4TEWdn5uVTrIckaSHatg2uuqp8Wz+bg73u3g133FEGel29Go4+enbuO1X1YK5btpR/KzAo6WZ8vBV+7N5dlj17Dg5D9u6dvy1DmiFGM/xoD0ImOrZsma8baTH4qZ8adg3UxSx+NaRp+DpwFfDtallPayyYfp7zBkpg8nXgGZm5CyAiXkcZyPffIuKRmTk2zechSZrvxsbg5pvhhhtKADBbocX+/aUb0F13lVlk5mpYsm9fCUk2bSr/VsuXl5Ywi30w18wSgOzcWZZmMFKv50MgsmxZef2tWHHwutuxupWHJGle8zf5HJaZb2/uRw/fNEz1nIhYDry22v3VOjCprvUXEfFy4BTgp4GP9VRxSdLCsnt3mUp42zY45pjZCQJGRmDjxtK6ZMkSOPLIuRdAHDhQgoBNm0posmRJGd9lrtVz0MbGymtk167SDWnXrvLvsmtXWcbm4HcudcCxalXnpX6sbgFi+CFJi5Z/AfQk4Ajgpqo7VbuPYGgiSYvXhg0lMFmxosyOM2hjYyWEuPXW0gLhsMPm1jgMdUCweXMJCCLKB+zDDht2zQZvdLQ8523bWuvt20swkjn5+YMWUYKO1avLcsghZan3m4GIIYikueRf/7WsX/KS4dZDHU3rL0ZEvKffFalkZr5iinVZCjwcOAM4vVqfCqyuirwlMy+c4jUD+FnKILanAccAW4CrgQ8CF2Xm6FSuOYedWq2vmODxK9rKSZIWg5ERuO66Mujq0UeXrgaDlNmaPnjvXjj88LnzwTaz1Gnr1lLH8fGFPU5JZglCtmwpz3kuhCMrVrSCkOa6ub1q1dwK2CRJC8J0341cQGsK4X6bUmgC/Dvw/H7dPCKOpLSuOKftoeOq5RzgNRHxvMz/v707j3PrLO/+/7lmscce27EdLzFZ7JCEQCgpJIawBQKEEp6UraHs+/oUaEvhgT480GL66wOFvqC0DaQsD4SlLSEspUATlrCvIQsJ2R3HdmzHsR3b8TLjmdFI1++P65zqWJE0kuZoJM1836+XXjo6unXmHkse6Xx13fftd+f1czvopOR6e4370/1rZ6AvIiLSDQ4dgt/+NoKCmZjsNWkdeO8AACAASURBVF0++NChmAekW+YtKRajb3v2xPCbgYHZN/zGPf7d9+07+jIxMXN9mD8/loxeuDCu0+00EBkaan9oJyIiUsN0vsJp5BOUT9Gu8v5WgpjKrxT2AXuB05o9kJnNI1aOOTfZtQ34JHAncALwGqKq5SzgCjN7nLsfbKHP3WRRcj1a4/6R5HrxdH/Qtdde29C8LCIiIiIiInPOX/91p3sgVbQampxc5755wN8BzwMOA18EriKChxFgGDgVeBrwUuJk/OvAXwKtDHm5GrgVuBa41t03m9mrgM+2cKw/oRyYXAec7+770zvN7GLgP4BnAGcQy/u+o/IgZvavxFChZrzL3TsxZ0iaYtQKrKa6X0RERERERGRWaik0cfette4zs68AzwV+ArzI3e+t0uxG4Gtm9jfAl4iApejuL2yhL+9v9jHVmNkA8O70sMArsoFJ8rPGzOwVwF1E+POnZvZ37r634nBrgdOb7MIxLXQ7D4eS6+Ea9y9Mrg/XuF9ERERERERkVsp1hjUzexExv8jdwIXuPlKvvbvvMrM/JCZYfb6ZvcDdv5xnn5rwVGLCV4Cr3P3mao3cfbeZfYmYe2U+8BzgMxVtntjOjuYsnZflhBr3p/trBmWNOvvss7nmmmumexgREcnT7t1w/fUxr8TiaY/ErG5yMlbh2bYtJurs9ASqpVKsgLN7d0xu2qtLBR8+DLt2xdLMu3fH75SXwUFYujTml1m6NC7HHKO5RURE2kGr57Tfxo3YF77Q0kPznpb+1USVxv+bKjBJufuImX0aeB8RRHQqNPmDzPaVU7S9kvKEtRdQEZr0mBuS67Nq3H9WRTsREZkN3GHTplghZ/nyWJ2kHT9j7164666YVLXTywcXCjGx6+7dsT1vXm8tFTwycnRIcjinItDBwXgNZC+LF/deiCQi0qvOOafTPZA68g5NHpFc39bk426veHwn/F5m+9op2mbLJX6vZqve8DPgfuAUM3uUu19fcf/zk+tvzmy3RESkbQoFuPlmuOceWLWqPSfHIyOweXMsV7tkSWcrFEZHI7zZty8qXNKVWbpdoRAr9+zcGc/VgQPTP+a8edUDEk3ULiLSOac1vYaJzKC8Q5NlyfXSJh+XzuexrG6r9npIZnvLFG23A0Vi5Z7TzMzcvScnSnX3gpn9E/DXwMVm9gdplZCZvQ04E7gD+M9GjmdmP6p139lnNzs3roiI5G50NIbjjIzEcsJ5m5yME/xt22LIT6eWD3YvD185fDhCm0WLurt6wh3274+QZOfOCEyKxekdc8kSWLECVq6MyzHHKCAREclLM6eAvXm62H3qvYe16f0t79BkF3AiMc/Hp5p43LMzj++UbNBzX72G7j5pZgeJkGeAmEQ194lSzexCYoWeVH+y/1eZfZ92909P5zHA+4nVjJ4AbDSznxKT2Z5DrHj0EndvZWUjERHpJgcOwDXXRHDQjjDj0CHYuBHGxuLkvBNDcdzh4MEYwnLkSAQ3x3RqrvUGFIsx1GbbNti+PUKtVqXP66pVEZCsWAFDQ/n1VWSucX/giW66r9p96f3Vriu3a7VvpK1Mj9n0/i0bPTFv5gT+rrvi+pRT8j1ut6r379/oczNVuxz/v+QdmnwfeA3wTDN7tbtPuexvshrNhcRcKFfl3J9mLMpsjzXQ/gjlypjFtGd1mZVEcFEpu69y/pWmH+Pu42b2NGLZ55cSoddB4DLgr939jkY77O7n1bpv/fr1+ksvItIp990XgcmiRfkPTSkW44R/2zYYHoZlHSgcLZUitLn33ghthoa6NyyZmIhqnO3b43piorXj9PXF8JrVq+G44yIk0USt0mtKpaO3s7erBRTVbreLWVzSCrVqt/v6yiexlffBAx+bbZu9Xbmv2v7scSv7Wev2VO0bOd5Uj2vmJL5eX5vtTzNarU6YqYDiu9+N6+c8Z2Z+3ly0eXPLD807NPko8PLkuJ8ysycAH3H3WyobmtnDgLcRk8cCTAIfybk/Pc3dLwUubfdjkseNA3+TXEREZDbZvh1uvDFWQJk/P99jj47CHXfEcJ9ly2Z++EsaluzcGWHJggXdObnr2FiEStu2xZChVofdLF8eAcnq1VFN0o4JfGVuywYS2RCjWoBRKtWuuGhUX185eOjvP/o6vS/bptptqB1SVN43VUhRLbQQkd43jf/TuYYm7n6Tmb0V+Fiy69XAq81sN3AnMAosBE4FViVt0t7/ea1lfmfIYcqVI0NMXTmS/ZruUFt6JCIiMh3u8c3KrbdGFcJAjm/77jGsZNOmCGKWL8/v2I3+/HQYTrdWlkxMRGC1ZUv0M/sNeqMWLoyQZM2auGi4jWSDizR8cy8HGFA9zMieMNQLOSrDizSgqLYv3Z+GEdnKi+wlDTLSx6Q/p5vnGBIRSeRdaYK7X2Jme4GLgRXJ7tWUQxIoByUQ84e82d0vz7svTbqfcmhyLHVCEzMbANKvsSaJeT+kCjPbALwXYM2aNZ3tjIjIXOIOd94ZVSArV+Y7v0ihEGHM7t1RvTKTc5ekE7zec0/MWdJtlSWTk7BjB2zdGtfNVpT098ecJGlIsnSpvvGeLdLQrFg8OuSo3M6qNvdCGlykYUW6nb2d3V8ZXtQLMiorMUREJP/QBMDdv2xm3yEqTZ4LnE1MlpoaIZbt/TrwOXfPYQ29absDODnZXgdsrdP2BJIJVoGNvbpyzkxw9w3ABtCcJiIiMyoNTPJeUvjAgZjsdXIyqktm8gRrZCSG4Rw+HGFJt1SWFItRSbJlS1SWFArNPX5wEI4/Hk44AR70IA256VbZ6o406EgvjQxRSYOMgYG4pNvZ62zVRrUhKarOEBGZcW0JTQCSIOSjyQUzO4aYbPVwl4QklW4CnpFsrwd+XKft+orHiYiIdI9Nm/IPTCYn4e67o8Jj0aKY8HWmjI5GKHHwYPeshlMqxZLAW7bEv8v4eHOPX7gwQpITToj5STqx0tBclg08Ki+1mJUDj8HBB4YfAwMPnJ+jcv4NERHpOW0LTSolQUk3hiWp7wBvT7afAXy4TtsLMtuVq9eIiIh0ztatcNttMSQnr8Dk8GG4/faYo2Mmq0vGxmLS1Pvvj5PUTocl7rB3b/wbb93a/PLAw8Owdi2cdFIsDayT6HyVSlEFkr2uFYL09x8dfAwOli/ZIS6Vc3mIiMicM2OhSQ/4IbCHWLL3fDN7eLWJac1sFfCi5OYY8I2Z62Lv0ZwmIiIz6J574KabYtLXPE7wSqUYDrN5c5zwL106/WM2Ynw8qjj27o0T2sWLOxswjI7Gv8GmTVHt0oyhoQhK1q2L50VBSfNKpah0SkOQdHhMpTQAGRoqByDz5tWe80NEpFu8/e1Tt5GOUWiScPdJM/u/xHAiAz5vZue7+/60jZkNAZ+jPD/Lxe6+d+Z72zs0p4mIyAzZswd++9v8VskZG4t5Ue6/f+Ymey0UIijZtStOajsZlhSLMZHrpk0RHDWz8s28eXDiiRGUrF6tE/RasiFIeqkWhqThx9BQXM+bd/TQmGwgIiIikrOWPlWZ2SvSbXf/fLX9rcoer8G+nAy8tmL3mZntpyar3WR91d2vr3K4S4CLgHOBs4AbzOwTxHLJJyQ/52FJ21uAv22mryIiIm1x4ABccw0sW5ZPYLJvX8yJ0tcXw0jarViE++6L1Xgg5kzp1Anw/fdHULJ5cwRHjRoYiMlc162LyVw1lKNcIZIGIpXBU1/f0WHI/PnVJ0lVdY6IiHRQq5+sLgU8uXy+yv5WVR6vEWuBd9e5/9zkknUn8IDQxN0nzOw5wFeApwInUj0YuQ54XpdOaCsiInPJyAhcfXVUZUx31ZViEbZtixVg8jheIz9v//6o5HCPIUCdCEsmJ2OOkjvvjIqdRvX3x7LA69ZFYDI42LYudq1SKSqEisX4d8zq748gZOHCcjiShiJpICIiIvDFL8b1y17W2X5IVdP5OqpW7N/TXwe4+34zOx94AfBy4FHACmA/cDPwJeCz7j5Z+ygiIiIzYHwcrr02TkgXLJjescbGorrk0KGoWGlneFEsRkXHzp2x3anKkv37IyjZvDkmuW3U6tVw8skxBGf+/Pb1r1u4RyCSXrJDaAYHIxSZP//ouUQUioiING7Xrk73QOpoNTR5dZP728bdf0TOQY27O3BZcpFp0ESwIiJtUizGHCaFwvQnaN27FzZujBPd5cvz6V81aVhy771x8j08PPMn1oVCLBG8cWMMCWrU8DA8+MFxWby4ff3rtFIpAqRCoRyOpMNoFi8uV42k84ooGBERkVmupdDE3T/XzH6ZuzQRrIhIG7jDrbdGpcTKla0fJzscZ8mS9g0vcY9VZ3bsiJPx4eE4+Z5J+/ZFVcmWLY1XlfT3wwknwKmnzr4JXdPqkULh6GE1aeXIqlXlcCRdhldERGQO0uo5IiIiveauu6JaYtWq1o8xPh7VFgcORHVJuybbHBmJYTiHD8cQoukOI2pGGgrddltzVSXLlsEpp8QQnNkw/Ma9HI5kA5KhoahSSofXpNUjIiIi8t/0zigiItJLdu6MKpNVq1oPOg4fjmO4t284TqEQw3D27o0T8mOOac/PqWZiIqpKbr89QptGDAzEhK6nnhorBvXyii2lUoRi2flHFiyIMGh4uFxBoqE1IiIiU8o1NDGzy4nVb67QRKkiIiI5u/9+uP56WLGi9RPePXsiTFi0qD1VFKVSDBu65564vWTJzAUQ4+MRBt1+e4Q2jVi+PIKSdevav1pQuxQKRw+zGRiI53fJkniO589XQCIiItKivCtNLgL+CNhnZpcBX3T3X+X8M6SHaCJYEZGcHD4Mv/lNVGy0MveIewxVufvuGJLRjpPosbH4GSMjMWnoTM2D0WxYMjhYripp59CkdpmYiEupFLeHhuL3GB4uhyQiItI7zjyz0z2QOsw9v7k5zayUuZke+C7gC8C/uvum3H6Y9Jz169f7Nddc0+luiIj0niNH4Je/jKBj0aLmH18sxrK6997bnuWES6WYM2TnzggkZmrekmbDkuXL4bTTIjBp16S37VAoREhSLMbtBQsiPBsejm1VkYiIiNS3ZQv2V391rbuvb/aheVeanAm8AngRcEKy78FEpcF7zexXxPCdL7v7/px/toiIyOwzPh4VJmatBSaFQoQKBw+2p6pifDyqV0ZHo38zUV3STFhiFivgPPSh05sHZiYVi+U5SSAqSVasiH9fhSQi0o0qv4iv9sX8dL+sr/f4qY7dyM/OsZhAGlDt/bjWe3Tl/mbey9O203h+cw1N3P0m4J1m9pfAecDLiCE7S5Imj00u/2hmVxAVKN9y9wbX/hMREZlDCgW47rq4Xrq0+cen4cL4eFSY5Mk9lvHdvj2qNpYsmfox09VMWNLfHyvgPOxhMVSom7nH71YoxPbgYDzfS5ZEYNJLVTEineZevlTbV3nilA5zS/dnr6vty15Xbs9VjZzQZvel29X2NfIz6j2ukZPpRk7MmznudML49LG7dsX16tX5HbtV0wmnarWZ6v9Mtf9b1R7XzHEq205jdbi2rJ7jMebnh8APzexNwLOJAOUCYBCYl+x7NnDAzL5MzH/ys3b0R0REpOcUi3DDDXDoUKzm0qyxMbj55jhO3oFGoRATve7fPzNzlzQblpx6Kjz84bGUbrcqleI5SqtJliyB444rL/8r0ivcjw4eSqWjT1yyt9PtaoFEXszKl7Qqyyz+TqX70+2+vvLfr8r70/21Hpvdzv7sbB+y+yrvr3Zd+XvUenytxzTavtEAYKrgoBcq93rFpz8d1//wD53tx2y2Z0/LD237ksPuPg5cDlxuZsuBFxIByuOSJkuB1wOvN7Mt7n5Ku/skIiLS1YpFuPHGmCdk5crmH58GJu75V1kcOBDVJaVS+5cRnm1hSaEQz036jVdaTbJwoYbcSD6yAUapdPR2ZbVFNuiYTnCRhgf9/eWwob8/9g8MlMOLdF/aLts+G0LA0fuavYiI5KztoUmWu+8DLgEuMbOTifDkpcBDkibrZrI/IiIiXWdiIipM9u1rLTAZHy8HJsPD+fUrW12yYEF7l+edTWHJxET8Pu5RQbJ6dQRZQ0Mzt7qQdKc0yCgWj67ISMOObLDRqGwokQ0sBgbKAUWt/fWqMapVWVSrtBARmYVmNDTJcvfNZvYD4HgiLGnjpy/pFC05LCLShNHRmMPkyJGY+LNZExNwyy1xotXKpLG1HDwYSwmXSlEZ0a6TpNkSlkxMREUJRN+OPz6eDw27mR3SMCMNO7KhR7a6YyppgFHtkgYa1UKNahcFGCIibTPjoYmZnU5UmLwEVZbMeu6+AdgAseRwRzsjItLNDh6MVXL6+mKVm2YVChGYFAr5DckpFmOZ4j172ltdMhvCkmxQsmgRnHRSVPq0syJHWlct+CgWj67yqBZAuB8daAwMlCfrHRiI68HB2sNVKoekiIhI15uR0MTMVgEvJsKSs9LdmSZ3Al9MLiIiInPLfffBtddGCNBKEDA5GYHD2Fh+84yMjsLWrRFitKu6pNmw5LTT4IwzuicsyQ69GRqKpY1VUdIZaQgyOVkOQ9IQpJp0vo005Bgejut58+I6nYMjO/9GNvAQEZE5o22hiZktBJ5HBCVPA9IZztJPXXuBy4hVc37Vrn6IiIh0tXvvjSE5S5e2drJdKsGdd8YqO60sS1zteHv2wM6dUV3SjuV6ezksyU7mOjQED3pQ/BspKGmPYjGCkDQASa+zlSDuEWSkAUi6AtG8eXGdVoZkg5C08kNERGQKuYYmZtYHPJ0ISp4LpJ9u0nelceCbREXJf7n7ZJ4/X0REpKfs2BGTvi5fHid7zXKHLVuiUqWVZYkrjY/HyjiHDrVnKeHxcbjttrj0UlhSKkXlTakUJ+Jr1pQnc5XWZMOQdLuatPJjeDj+vefPLw+FqZwDRCGIiPSqt72t0z2QOvKuNNkBrEq203cuB34KfAG43N0P5PwzRUREes/dd8PvfhcTvg60+Ha8bVusaNPKHCiVDh6M4Th9ffkvJVwoRGXJbbfFkJZ6uiUscY+KkkIhnp9Vq2KY0tCQTs6n4h4hSKFQOxAZHIx/y4UL4zo7L0j2on9rEZkLTjyx0z2QOvIOTVZntm8jmafE3e/O+eeIiIj0rq1bIzBZubL1wGT37jjO8uXTO7EsFmHXrjjewoWtVbzUUirBpk1w442xIlA93RKWZCd0Xbo0KngWLtQ8FpWKxQhFCoWjQ5F0qMzQUFSHLFhQnkS4cqJUERGRHpB3aLIb+BLwBXe/NudjSw/SksMiIhW2bIGbb55eYHL//XDHHbBs2fROPsfHI3g5ciTf4TjuMSfKdddFX+vphrAkO/wmndB1yZJ8A6Re5F4ORgqFuJ3unzcvQpFly+J5S4fRpOGIKkRERBp32WVx/cIXdrYfUlXeocnx7l7M+ZjSw7TksIhIxl13xTCVlSsjLGjFyEgsLbx4cevHgPJwnP7+CAjycuhQLJ18zz3123V66WD3CI0mJiIsWrEiKksWLJj5vnSDycn4t5iYKIcjacXI0qWxKtDQUIQiaTAiIiL5+FWyLopCk66U6zueAhMREZEaNm6M6pDpBCZjYxGYpCevrciujpPncJxiMQKhm26qPaknxO9+yikRlgwP5/OzmzE5GZU17hEWHX989GM6AVQvKZWiamRiIq7TipD58yOIW7w4gqP0NaZhNCIiMsd1xdcEZtYPDAO4+8EOd0dERCRfmzZFYLJqVesnoRMTEUpA69UQxWJMHnvgQL7DcXbtgquvjuPWs3YtPPKR7VnGuB73CEomJyMkWrMmApPZvkxwqVSupimVYl9fX1SNLFtWXip5/nxVjoiIiNTQ8jukmV1HrIzzNnf/cY02r0g2f+Du2+sc7g+BryXH07u2iIjMHps2xaox0wlMJifLy/S2GjiMj8d8KhMT+Q3HKRTg+usjEKpn5Uo4++wYAjOTisUIS0qlGGKyYkUETrOxesK9PLwmrfTp64vn+rjjyqvUzJ+v+UZERESaMJ2A4pFEyFFvXcJLkzbPA+qFJlBeolhERKT3ucOdd5aH5Ew3MBkdbX0p4NFR2Lw5thctau0YlfbsgV/8IuYwqWV4GM46C046aWZP1CcmIiwZGIDVqyMwaXU4U7cqFo+uIjGLf+/VqyMoWbBAAYmIiEgOVNUhIiKSN3e4/faoMplOhUmxGHOhHDoUJ/6tOHAgKkymMw9K1uRkLJd8yy3lCUMr9fXBQx8Kj3jEzK5AMzYWIcL8+bBu3fQny+0mxWL593OP32vp0piTJZ2kVUNsREREcqd3VxERkTy5R2XI5s3TC0xKpVhtZ//+mH+iFXv3xhwmixblEx7cdx/88pf15y5ZsQLOOaf1PjfLPcKEQiEqLU44IX7fXq+wSEOS8fG4PTgY/6bpEr8LFvT+7ygiIuGEEzrdA6lDoYmIiEhe3GOy1i1bIjBp9aS2WIzQZffu1sOHPXtgx458JnwtFqO65Oaba1eXDAzEJK+nnz4zJ/Pp5K6FQlRcrFrVmaWL81Iq1Q9JhoYUkoiIzFZvf3uneyB1KDQRERHJQxqYbN06vcBkcjKG5OzbFyfMrRxn165YUjiPwGT//pi7ZP/+2m1WrIDHPz6/CWbrKZUiLCkWYfny8uSuvSide6VYLA+3Wbs2KmYUkojMTdlgupHtZo5Ra99Ux2v0OPWO1cjPaPVxzRy7lX602vfZotZ7UTP7p3o/y97fyHblvmrtKttP43lUaCIiIjJd6ZCc6VaYjI3FccbGIhBoxe7d+QQmpVKEQDfeGCf11fT3x7wlZ5zR/hVpSqWY0LZUgmOPjcl1e23J4LSaZGwsbi9cGHOSLF0a27Nl/hWRZpVK8Xc0PampvJ1uN7MvvZ297na1TvwqTwIbOVFs9TFTnXzWalO5PdXvVa19oyfIjf6seu2mum8q7Thuu4PyZsK2eu2bCfbq7av8f1v5M6rdX/l3ItXI34yhoeq/TwMUmkhbmdkG4L0Aa9as6WxnRETaIZ30NZ3DpNUPPYcPx+SqfX2tr5KzZw/cc8/0A5NDh6K6ZM+e2m2OPRYe97jWJ6htVDYsWbEiLr0UlhSLMDISFUTZapJ08laRTnA/+iQjvQ3V91drl2cQ0dcXl/7++Bva3x+3s9vVbqf7zB64r3Ibym0rg4hWbqfb9fZVu55qn8xNz3pWXH/zm53th1Sl0ETayt03ABsA1q9f3yMxv4hIg0qlcoXJypWtf+jdvz+qOhYsaP1Eeu/e6c9h4h5Dg667Lk7yq+nri+qShz+8vdUlvRyWTEyU+z5vXiwDvGxZfhPyyuxVLJaDiewlG15k97UqDR/SAGJgIPYNDJTDi+wlG2pU7suGFtWuG9kWEeliCk1ERERakS69u3Pn9CpMdu+GO+6I+UBaXZ53//5YJWc6gcnICPzqV/H71LJ0acxd0urQoUZkw5KVK6OipRfCkmxQsnBhVJMcc0xs66RwdsoGGMXiA4OOVsKNgYGjL/PnR0AxOBi3+/uPvr9WdUXlvsrKC70mRUQalkdo0sg7gSoMRERk9hgfj2qMQ4eiiqBV99wTywovXdp6BcLBgzH5bKuBiXtUyvzmN3HiX40ZPOxhcOaZcaLWDr0YloyPx0SupVJUCa1dW56fRLqfe4QdaeCRbqe3pwo70sqMgYEINRYsKG9nL9nqjWrX2W0REek6eXzy+Q+rn1ZbA21ERER6w+hoBAyTk3Fi3wr3GEqzZcv0ApORkZhLZXi4tROuQgF+/evoRy2LFkV1yapVrfVxKqVS/B7uEZasWBFDWrpVNigZHoaTT46Kkl5dwWe2cI//k8Vi+Tq9VLbLzicxb16Ec0NDEXDMnx/75s0rByLVhqqk2yIiMuvl9XVRrUTEG2hT2U5ERKQ7HToEV19dntCzFe5w990xnGbZsta/XT5yJKpUhoZaq/7Ytw9+9rOoVKnltNPgrLNaHzZUTxqWmEUgs3x594Yl4+MRlrlHiHTyyfH8ayLX9kmrQKoFIdX09UXgMX9+VPoMDZUv1Ya1KPQQEZEGTTc0map8pNHyEpWhiIhId9u/PypMhoaiwqAV6VCYHTumF5iMj0eFyeBg80FDOtnrtdfWPgFduBDOOSeWw81bqRQrBfX1xdCmY49t35Cf6SgWo5/FYjzfD36wgpI8lEoRgFReshXJ7vH6SKtAFi9+YAiSDnvJzvUhIiLSBi1/SnF3DbwUEZG54Z574IYbYrLWVk+aS6WoDNm1K6oqWh22OjkZwYt783N+TEzEcJytW2u3WbsWHvOY/OcTyYYlxx8foVG3neim1S+FQpyMH398hDqao6Qx6RCZQqF8SecFSYfF9PXFUKaFC+M6vWTn/0ivNbRbROaKN7+50z2QOrrwqx0REZEu4R5Bx223xclzq8NUikXYtClWyplOYFIsRuBRKDRf7XLwIPz4x3DgQPX7Bwfh0Y+Oioo8pRO8AqxZE/+O3RSWuMdQp7Gx6NeKFTFcaNEiTcxZTRqKjI/HdZZZBCDDw+VLdo6QNBgREZGjXXBBp3sgdSg0ERERqaZYhFtuiflHVq1q/QQ6DUz27Gl94tj0ONu2RSXE4sXNPXbnTvjpT2uvjrNsGTzxiTGhaV7co6+lUgzDWbGiu4bhpBO6Fovx+69bF79/N/WxU9zj32diIi7u5UqRefMiUFqxojxsJg1F5s1TdYiIiMw6+mQgIiJSaXISfvvbCDpWr55eZcjGjbB3b1SYtKpUgu3bo0pkyZLGH+ceVTLXXVd7+dTTToOzz843LBgbi5PuY4+NwKlblg4uFiPImZyMioi5PqFrGo6kVSOlUnkIzaJF8dylKwMNDcXzqFBJRCR/V14Z16o46Up65xMREcmamIDrr4+AYjrL7E5ORmCyf//0A5MdO+I4zVSCFIsxce2dd1a/f3AwJntdt671vlX7mSMjcZL9kId0z1wgo6Pl4TerV8fSxsPDc6sqIh1SMzb2wHBkzZoI47KrzsylfxsR6Ye8vAAAF/1JREFUkU772MfiWqFJV1JoIiIikjpyJFaVGRub3lCaycmo8Dh8OIZ+tMo9htbs3dtchcnkZAzH2bGj+v2LF8OTn9z6ssnV+jkyEtsnnhi/c6dPurOr3xxzTMzVsnjx3KiUmJgoV/ukFUYLF8bzvWxZBEZp9YjmbREREalrDnxyEBERacDoKFx9dXwLP52gY2IiApPR0enNEeIeq/bs2ROBSaMhxMQE/PCH8bhqjjsOzj03vyEzExMRNh17bBy70xN9Fgpw6FBUlRx3XFQLdUvFSztMTsa/fxqQuJeH1qQBycKFnX9eREREepRCE2krM9sAvBdgzZo1ne2MiEgtIyOxFG9f3/SCjvFxuPXWCBKmc5xSKSpMmg1MxsbgqqtiKE81D30oPOpR+axek1aX9PVFFUczlTDtMDYWQdX8+XDKKd038Wwe0jlIRkejgiZddvrYY+P3XbRIAYmIiEjOZtmnCek27r4B2ACwfv36GrMQioh0UFph0t8fJ52tGh+P1XYKheZXt8kqFmPS1/37mw9Mvve96ksKm8Vywg95SOv9yspWl6xZ07lwwr08X8mSJXDGGRFWzZYhJ6VS/DsfOVKeh2TJkpjANq0imauT2IqIiMwQhSYiIjJ3jY/HZKlm0wtMJiaiwmS6gcn4OGzdGiFAM5UqY2Pw/e9XD0z6++Hxj4e1a1vvV6pUipCi09UlpVLMVzI5GcHN6adP79+9WxSL5ZDEPZ67Y4+NyXqXLInX6GyrnhEREelyeucVEZG5aXIyVsmZnJzehKjZITnTOXEfHYXNm2O7meOkgcn99z/wvsFBeNKTohpkutKVV1atiksnTt6zk7sed1z8Xr08X4l7/JuOjEQQ1N8fK/ucdlq8BoaHZ0/VjIiISI8yd42YkPYzsx8Bjwdu7HBXpHudnlzf3tFeSLfS60Pq0etD6tHrQ+rR60Pq0etjdlnr7iubfZAqTWQm/cLdz+t0J6Q7JcEaeo1INXp9SD16fUg9en1IPXp9SD16fQiAaj5FRERERERERKpQaCIiIiIiIiIiUoVCExERERERERGRKhSaiIiIiIiIiIhUodBERERERERERKQKhSYiIiIiIiIiIlWYu3e6DyIiIiIiIiIiXUeVJiIiIiIiIiIiVSg0ERERERERERGpQqGJiIiIiIiIiEgVCk1ERERERERERKpQaCIiIiIiIiIiUoVCExERERERERGRKhSaiIiIiIiIiIhUodBE2sbCC83sW2a23czGzWynmV1lZq8zs4FO91E6z8yeYGYXm9lNZrbPzI6Y2VYz+5mZvd/MntjpPko+zKzfzH7PzF5lZv9sZr80s1Ez8+SyocHjLDCzZ5nZPySvk91mNmFmB83sVjP7rJk9rc2/juQsr9dH5ninmtkHzezXyd+WQvIauc3MvmBm/6NNv4q0gZkdY2YvMLNLkud0b/Kc7jezG8zs42b26Gn+jE9lXm9Nv+akM5LPm08ws7ea2b+a2XVmti35PDGafAa9wszeYmZLmzjuBWZ2WfKZZCx5r/m5mf2FmQ2383eSfLXrNZIc+0wz+5CZXW9me5Lzne3J36mPmNkz2/V7ycwxd+90H2QWMrNlwFeAp9Zpdh3wPHe/e2Z6Jd3EzFYAlwDPn6LpDe7+yBnokrSZmX0V+KM6Td7n7humOMZLgX8BFjXwI68EXuHuexrupHRMHq+PzLH+N/A3wOAUTX8A/LG772uok9IRZvZO4vmc30DzLwJvdPfRJn/GecTrwTK7G37NSeeY2RBwpMHme4DXu/s36hxvPvBZ4MV1jrMJ+CN3v7HhjkrH5P0aSY65EPgI8HrqFyIccPemghjpPvqmX3JnZvOAbwDnJru2AZ8E7gROAF4DPAw4C7jCzB7n7gc70VfpDDNbDVwFPDzZtZUI2W4GRoHjgZOBCzrSQWmX/orb+4C9wGlNHONkyoHJTuB7wG+A3cAw8XfnxcAQ8fr5fvI3pqkTKOmIPF4fmNlbgQ9kdv0E+DbxXrQMeBTwcuIE/KnAt83sie5ebLHf0n4PoRyY3AV8H/gtcB/xnD4NuIh4Db0MWGVmz3T3UiMHN7MFwKeIwGSE+FsivWcH8GvgVuBe4n1hPvBQ4I+JvyUrga8mr4/v1TjO54AXJtt7ic+wvwNWEK+vxwCnAFea2Tnuvq09v460QS6vETNbBHwLeHKyazfwVeIL4YPAGuAk4OnAie36ZWQGubsuuuR6Af4c8ORyLbCs4v4h4hvgtM3fd7rPuszo68OAH2ee/w8C8+q0P7HTfdYlt+f+/xAns88HTk72vSrzWtjQwDHeA/wM+EOgv0abM4B7Msd9X6d/d11m7PWxEDiUecxrarQ7GdieaffcTv/+utR9Xj9F+QTFarQ5t+K5f3UTx/9g8pjtxDfHDb/mdOn8hfiW/4wp2vQDH888t7fWaPecTJutwElVftZnMm0u7/Tvr8vMvkaStl/MtPs8sLhO2xM6/fvrMv2LhudIrizmKbmHSGkdeIS731yl3Sri26JhYBw43t33zmRfpTPM7H8Sw3IA/sXd/6ST/ZHOMrNXEWXQ0NjwnGXuvr+B4/4h8M3k5t3uvnY6/ZTOaOH1cT5RfQTwG3d/TJ22bwH+Obn5EXd/+/R6K+3SxP/77HP6E3d/cr32yWPOAq4mTpguAs4E3pvcreE5s4iZDRIViscmu05x97sq2lwPpEOCL3T3/6pynAXAbUQlAcRn3Zva02uZSQ2+Ri4ArkhuXkG8TnRCPctpIljJ21OJwATgqmqBCYC77wa+lNycTyT7MsuZmQHpiclh4C872B3pQY2cOCWuIMrsAU4ysyVt6pJ0l1WZ7Y1TtL0js63hGF2sif/3l2e2HzFV4+SLnk8Tgcl/uvvXWuie9Ah3L3D034Xjsveb2WmUA5ON1QKT5DhHiOqn1Avy7Kd0zlSvkcQ7kusS8KcKTOYGhSaStz/IbF85Rdvs/Zq7Ym44Fzg12f6yay4baROP+Smy85gs6FRfZEbtymxPNRdK9v5b29AXmXmHMtuN/J//X8QcN4eBt7SlR9I1zKwPWJfZdW9Fk2dktr8zxeH0GXYWmuo1YmZrgackN3/k7ptmqGvSYQpNJG+/l9m+doq219R4nMxeT8ps/8DMBszsjRbLxu5Nln7bkiwHd37Heik9LxkCmFa9jRKz4cvs93NiclCAR5vZq6s1MrN1wLuSm3uJ8enS+7KfJbbWa5hUFaTDcN7jmsxzVksqXf+WcuXAbyuHXdDcZ9jfAunk0Wckx5ce1uBr5FzKK2z9IHnci8zsu2a2K1maeruZfc3Mnq/Xxeyh1XMkbw/JbG+Zou124g2nHzjNzEwlbrPe+sz2fcAvgEdXtFmbXF5iZpcRk/k1ukycSOoNme0rvcFVNKS3uftYMm/Sl4jPOJ9J5kX5FuXVc86ivHrODmLZUM2pNTtk/99/u1aj5ETm08TE9NcAF7e5XzKDkjknhpKbC4kK1z8Cfj/Ztxd4bZWHNvwZ1t0nzWwHMa/JMLHq3/bWey0zaRqvkezn2C1m9l/AMyvaHA88L7n8yMwuci1r3/MUmkjesuuQ31ezFf/9hnOQ+BA7QLzpHG5j36TzsmNDLybepA4SH16vJV4H5wKvBAaJJf/mEW9kIg0xswdTriIA+LtO9UVmnrt/NflA/M/E8vZP4ugqN4j5bt4NfFYfZmcHM3s8kFYWjQEfrdP8DcRrogi8wbXc9GxzKbC6yv4J4D+Bd7r75ir3N/wZNrGX8mSwS1Fo0ksupbXXSPZz7Abic+w4sUz1z4m/KeuB1wGLgPOAK8zsXHefyKnv0gEaniN5W5TZHmugfbaCYHHOfZHuk/1AcirxTc6Z7v52d/83d/+8u78eeAIRpgA8z8w0yZo0xMyGga8T3xwBfMzdf9PBLkln/BD4M+CWGvcPA28DXqfy6d5nZscBX6b8ufavag23MbPjgQ8lN//R3a+fgS5Kd7gN+D6wu8b9+gwrU71GKj/H7gce5+5vTD7D/qu7/wUxofCOpN1jgLe2q8MyMxSaiMhMqvyb8wZ3f8C48+Qk992ZXX/e1l7JrGBm/cC/EUuGAlxHTPQoc4iZrQR+RCw9vBJ4MzHkb15y+yLgBuBBwAeBLyST/0kPSoLSbxAl8RDDcj5c5yEfB5YAdwN/3d7eSSe4+3HubsRnjmOIL2IuAR4O/AvwazM7ZarDtLeX0knTeI1Uvlf8ZbXgNZkg9n9mdv1ZLh2XjtGHBMlbdnjNUM1WZdnZ7Q/VbCWzRfY53uru36vT9rNAIdk+x8wW1Wkrc1xy0nsp8Oxk1+3AM929kW8LZZZITqB/Rgzz2wuc4+4fd/e73b3g7vcly8o+Fvhl8rCXAn/SmR7LdJjZEFFK/5hk18+BF9aaHy2pWkz/RrzZ3UeqtZPZwcNBd/+Fu78JuJAYPvFw4HvJ34us7GfYRlZf0mfYHtfCayT7PI8BX6hz+G9TrjY53swelle/ZeYpNJG83Z/ZPrZeQzMbIL7tAZgkxpjL7JZ9fVxXr2HyYfb25GY/Ry8BJ/LfkuEVnwBeluzaBDzN3WuV18rs9WbKkzn+fY0x6SRh2tsyu/603R2TfJnZPOBrwFOTXVcD/6NWEGJmy4F/Sm5e7u7fan8vpZu4+3eIcB3gZOAVFU0a/gxbpc39NVtJz2jyNXJrvS9mkvA2W4UyVXWTdDFNBCt5u4P4IwNxkltvyb8TiJNhgI1aOWdOuJ3yB9wDDbTPtjkm/+7ILHExMekaxN+cp7r7jjrtZfa6MLP9/Sna/pr4ZnkRcLqZHePujfxdkg4zs0HgcsqrVlwPXODuB2s/imdRnvhxj5m9p0a77KTBT8q0+/UU1ZHSG66kvCrKecSQjNQdwFOS7XXAj2sdJPniLx0SNkK5okB6X73XyO2ZbX2OnUMUmkjebgKekWyvp84bDkcv23VT23ok3eTGzPaSmq3Ksm8wOpmRBzCzjwJvSm5uJwKTuzvYJemsB2W2651A4+6erOCWDv1biP7OdL3kZPXfKQ+z+R3wdHffP9VDM9tvqtnqaE+hfBL9j8Q8OdLbssMrllbcl/0sup5YEaWWR1L+4u8WffE3q9R7jehz7Byl4TmSt+9ktp9Rs1W4ILN9ZRv6It3nisz2WfUaJuNIT09uFoCqZfYyd5nZhyhPEryTCEzu6mCXpPOyQcmJ9Rqa2QJiYtiUlh7ucslkz18gJvOFWB3pfHff27leSY85NbNduaywPsMK1H+N/JjydAJnJPMqVZUMHX5UZtcd+XRPOkGhieTth8CeZPt8M3t4tUZmtgp4UXJzjJj5Xma5ZKWcdPLFdWb29DrNXw0MJts/04R9kmVmfwu8I7m5iwhMNnawS9Idst8Uv6hmq3AR5b8xv3P38fZ0SfKQTPb8GcrP6x00MXeRu1/q7jbVBXhf5mHvy9ynJUN7XPIaem1m1y+y9yfvIekcFKeZ2TOpIjlRfn1m15fz7Kd0TgOvkSPE5NMQC168vM7hLqQ8hGuzuys06WEKTSRX7j4J/N/kpgGfN7Nl2TbJm83ngHRG6ov1LdGckh1H/kkzW1vZwMzWU34dAfx923slPSOZYyBdknoPceJ0Wwe7JN3j3zPbrzWzl1VrZGa/D3w0s6veCgjSYZnJntNJGe8EnuLu93auV9ItzOytZvbYKdosBr5I+Zv/fcCXqjTNhmaXmNlJFcfpAz4GpPu/4u4aYt7l2vAamUy2P2hmj6xyrAdz9Fwo+hzb40xD8CRvyYz23yeWfATYRnzYuZOY/PW1QLrs1i3A4zX53txiZh+nvMTnQeDTwDXEPEvnAq8E5iX3f8rd3zDjnZTcmdnJHP0NDsCZxASNAD8FflJx/1fd/b9nnzez1wOfzNz/Xo4eY1zLz9y9ssxWukger4/kOF8HnpvZ9V3gW8QQriXAk4EXAvOT+28AHpd8gyhdyMzeD7wruVkA3k58tpjKd919tMmftYH4uwJRabKhmcfLzDOz/wCeA2wEriIqzvYSS8euJIYDPw9YnjxkEniBu3+9xvG+RPyNgBie8YnkmMcSwV26xPVOYlnzRl6L0kFteI28E/hgcnOcWHHn58nx1hOVSOl8Wd8hVvYq5fpLyYxSaCJtkVSXfIXySinVXAc8T5M2zj3JNzUfBd7C0ZPzVboY+Iukgkl6nJmdRwzha8ar3f3SzDEuJUK1Zj3F3X/UwuNkhuTx+kiOs4AI1qpWmVT4IfASVSx0NzP7ERF2Netkd9/S5M/agEKTnpI5IW7EXcAb3b3m6lpmNp84Ca43xG8TcJG739BoP6Vz8n6NJMd8F1F1Mlin2VeAVzYb3kr30eo50hbuvt/MzgdeQIz3exSwAtgP3EyUu31WJ8NzU5K2/5mZ/RvxzfJ5lFe92EFMtHWJu1/XmR6KSK9KKkZebmb/TARsjyeWD10MHAHuIZYb/nfgSq16IdLzXklUqZ5HVIGsAVYRK2IdIqqSrifmoviWu0/UO1gyv9GLzexzwGuAxybHO0RUKlwOfFJzrfWUXF8jAO7+ATP7BvAG4A+IavpB4F6i6uQz7v6D3H8T6QhVmoiIiIiIiIiIVKGJYEVEREREREREqlBoIiIiIiIiIiJShUITEREREREREZEqFJqIiIiIiIiIiFSh0EREREREREREpAqFJiIiIiIiIiIiVSg0ERERERERERGpQqGJiIiIiIiIiEgVCk1ERERERERERKpQaCIiIiLSQWa2zsw8uVza6f6IiIhImUITERERkTnGzL6YCWpe2ED7eWb2k8xjLjMzm4m+ioiIdJJCExEREZG55wOAJ9vvaqD9/wPOTbZ/CbzS3b1OexERkVlBoYmIiIjIHOPuNwPfTG7+vpk9s1ZbM3sv8LLk5l3Ac9x9rM1dFBER6QoKTURERETmpg9ktqtWm5jZS4ANyc37gQvdfU+b+yUiItI1FJqIiIiIzEHu/ivgR8nNc83sCdn7k9ufSW4WgIvc/baZ66GIiEjnKTQRERER6WJmdl5mAtYNyb6TzOzDZnabmY2Y2f1m9gsze5OZDTRx+KrVJmZ2CvAfwPxk1xvd/QfT/V1ERER6TTNvqiIiIiLSYWZ2AfDvwNKKux6XXJ5rZs9y9/GpjuXu3zWza4GzgQvN7ExgG/BtYEXS7P3u/tncfgEREZEeokoTERERkd7xSOCrRAXIJ4BXAS8GPgyMJG2eDry7iWP+XWb7r5Ljn57c/jLwnta7KyIi0ttMq8WJiIiIdI6ZrQM2Jzc/5+6vqrj/POCHmV13A+e7+8aKdo8Bfk5UEu8H1jRSbWJmfcAtlIOS1C+Bp2qlHBERmctUaSIiIiLSW15WGZgAuPvVwGXJzWXAYxo5mLuXgA9W7NbSwiIiIig0EREREekl17v7T+vcn52s9YwmjjtZcfv1WlpYREREE8GKiIiI1GVmrwNOyONY7r5hmof41RT378hsL2vkgGZ2LvCpit3P5ugARkREZE5SaCIiIiJS3+uAc3I61oZpPv6+Ke7PzmEyNNXBzOwhlJcWduAIsBB4vZn9f+6+t9WOioiIzAYaniMiIiLSO0p5HcjMVgD/BSxPdr0H+FCyvRD4s7x+loiISK9SaCIiIiJSh7s/1t0tj0unf5eUmQ0B/wmckuz6rLu/H/gn4HCy7y1mtqgT/RMREekWCk1ERERE5hAzM+DzwOOSXVcBbwRw9/3AJ5L9y9P9IiIic5VCExEREZG55YPAHyfbtwAXuXshc/+HKc+N8hdmNm8mOyciItJNFJqIiIiIzBFm9kbgHcnNXcCF7n4g28bddwKXJjePB14xYx0UERHpMgpNREREROYAM7sAuDi5eQR4trtvqdH8Q0Ax2X6nmekzo4iIzEl6AxQRERGZ5czs94EvAwPECjwvdfera7V397uAy5KbpwEXtb2TIiIiXUihiYiIiMgsZmbHA98GFie73uHuX2/goR8APNn+3+3om4iISLdTaCIiIiIySyVLBn+bmJsE4BJ3/0gjj3X3m4BvJjfPMrNntKGLIiIiXc3cfepWIiIiIiIiIiJzjCpNRERERERERESqUGgiIiIiIiIiIlKFQhMRERERERERkSoUmoiIiIiIiIiIVKHQRERERERERESkCoUmIiIiIiIiIiJVKDQREREREREREalCoYmIiIiIiIiISBUKTUREREREREREqlBoIiIiIiIiIiJShUITEREREREREZEqFJqIiIiIiIiIiFTx/wPTTyaM7w04xAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x1152 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from dynesty import plotting as dyplot\n",
    "\n",
    "# evidence check\n",
    "fig, axes = dyplot.runplot(res, color='red', lnz_truth=lnz_truth, truth_color='black', logplot=True)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.3859292911256331\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1800 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# posterior check\n",
    "dims = [-1, -2, -3, -4, -5]\n",
    "fig, ax = plt.subplots(5, 5, figsize=(25, 25))\n",
    "samps, samps_t = res.samples, res.samples[:,dims]\n",
    "res.samples = samps_t\n",
    "fg, ax = dyplot.cornerplot(res, color='red', truths=np.zeros(ndim), truth_color='black',\n",
    "                           span=[(-3.5, 3.5) for i in range(len(dims))],\n",
    "                           show_titles=True, title_kwargs={'y': 1.05},\n",
    "                           quantiles=None, fig=(fig, ax))\n",
    "res.samples = samps\n",
    "print(1.96 / np.sqrt(2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That looks good! Obviously we can't plot the full 200x200 plot, but 5x5 subplots should do."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can finally check how well our mean and covariances agree."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# let's confirm we actually got the entire distribution\n",
    "from dynesty import utils\n",
    "\n",
    "weights = np.exp(res.logwt - res.logz[-1])\n",
    "mu, cov = utils.mean_and_cov(samps, weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Means (0.): 0.0046495164306269154 +/- 0.07653056162305669\n",
      "Variance (0.5): 0.506522915256949 +/- 0.03409093108218745\n",
      "Covariance (0.): 0.00019160538301583153 +/- 0.030047248613123422\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot residuals\n",
    "from scipy.stats.kde import gaussian_kde\n",
    "mu_kde = gaussian_kde(mu)\n",
    "xgrid = np.linspace(-0.5, 0.5, 1000)\n",
    "mu_pdf = mu_kde.pdf(xgrid)\n",
    "cov_kde = gaussian_kde((cov - C).flatten())\n",
    "xgrid2 = np.linspace(-0.3, 0.3, 1000)\n",
    "cov_pdf = cov_kde.pdf(xgrid2)\n",
    "\n",
    "plt.figure(figsize=(16, 6))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(xgrid, mu_pdf, lw=3, color='black')\n",
    "plt.xlabel('Mean Offset')\n",
    "plt.ylabel('PDF')\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(xgrid2, cov_pdf, lw=3, color='red')\n",
    "plt.xlabel('Covariance Offset')\n",
    "plt.ylabel('PDF')\n",
    "\n",
    "# print values\n",
    "print('Means (0.):', np.mean(mu), '+/-', np.std(mu))\n",
    "print('Variance (0.5):', np.mean(np.diag(cov)), '+/-', np.std(np.diag(cov)))\n",
    "cov_up = np.triu(cov, k=1).flatten()\n",
    "cov_low = np.tril(cov,k=-1).flatten()\n",
    "cov_offdiag = np.append(cov_up[abs(cov_up) != 0.], cov_low[cov_low != 0.])\n",
    "print('Covariance (0.):', np.mean(cov_offdiag), '+/-', np.std(cov_offdiag))\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot individual values\n",
    "plt.figure(figsize=(20,6))\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.plot(mu, 'k.')\n",
    "plt.ylabel(r'$\\Delta$ Mean')\n",
    "plt.xlabel('Dimension')\n",
    "plt.ylim([-np.max(np.abs(mu)) - 0.05,\n",
    "          np.max(np.abs(mu)) + 0.05])\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.subplot(1, 3, 2)\n",
    "dcov = np.diag(cov) - 0.5\n",
    "plt.plot(dcov, 'r.')\n",
    "plt.ylabel(r' $\\Delta$ Variance')\n",
    "plt.xlabel('Dimension')\n",
    "plt.ylim([-np.max(np.abs(dcov)) - 0.02,\n",
    "          np.max(np.abs(dcov)) + 0.02])\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.subplot(1, 3, 3)\n",
    "dcovlow = cov_low[cov_low != 0.]\n",
    "dcovup = cov_up[cov_up != 0.]\n",
    "dcovoff = np.append(dcovlow, dcovup)\n",
    "plt.plot(dcovlow, 'b.', ms=1, alpha=0.3)\n",
    "plt.plot(dcovup, 'b.', ms=1, alpha=0.3)\n",
    "plt.ylabel(r' $\\Delta$ Covariance')\n",
    "plt.xlabel('Cross-Term')\n",
    "plt.ylim([-np.max(np.abs(dcovoff)) - 0.02,\n",
    "          np.max(np.abs(dcovoff)) + 0.02])\n",
    "plt.tight_layout()"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
